{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "548c5f94-0e30-4203-8317-61167c205f6c",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "This program computes the votes-to-seats for a home District approach to toy grid districting\n",
      "there are a total of 7225 precincts in our state map of 25 districts\n"
     ]
    }
   ],
   "source": [
    "# 8/14/22 - simplified version of periodic_toyHD, just for generating better plots for paper 1 Figure\n",
    "# PRELIMINARIES\n",
    "import math\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "from scipy.stats import norm\n",
    "from statistics import mean, median\n",
    "from shapely.ops import nearest_points\n",
    "from shapely.affinity import translate\n",
    "from numpy import random\n",
    "from shapely.geometry import Point, Polygon, LineString #see https://shapely.readthedocs.io/en/stable/manual.html\n",
    "import matplotlib.pyplot as plt\n",
    "# import geopandas as gpd #not needed for toy model\n",
    "print(\"This program computes the votes-to-seats for a home District approach to toy grid districting\")\n",
    "maxX = 85  #this is the total grid length  #normally 60, can make district length an odd number\n",
    "maxY = maxX    #for now, square grid\n",
    "totalPrecincts = maxX * maxY  #toy grid with pixel area = 1x1\n",
    "maxNCities = int(totalPrecincts/20) #set a reasonable limit on no of non-small (> 0.1 districtPop) cities\n",
    "nDistricts = 25   #adjustable]\n",
    "print(\"there are a total of {0} precincts in our state map of {1} districts\".format(totalPrecincts,nDistricts) )\n",
    "avgDistrictArea = totalPrecincts / nDistricts"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "86567340-a931-47b5-9939-e59c7d51a74d",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "rural background is 0.075 more red than statewide vote\n",
      "avgCitySize, nCities, maxX  202.29999999999998 7 85\n"
     ]
    }
   ],
   "source": [
    "#  **input adjustable parameters (this block from wholecity-redblue 12/29/21)\n",
    "stateGOP = 0.50  #adjustable: expected statewide GOP vote share\n",
    "U = 0.2     #adjustable: urban fraction of total voting population\n",
    "cityDensity = 1.  #adjustable: city population/pixel relative to rural population/pixel  #***test with =1, a trivial case ****\n",
    "avgDistrictPop = avgDistrictArea / (1 - U + U/cityDensity)\n",
    "predictedStatePop = avgDistrictPop * nDistricts\n",
    "totalPop = 0.   #after we assign city pixels, totalPop should be close to predictedStatePop\n",
    "blueshift = 0.3   #adjustable: urban blueshift relative to statewide vote\n",
    "redshift = blueshift * U / (1.-U)  \n",
    "print(\"rural background is {0} more red than statewide vote\".format(redshift) )\n",
    "Pu = 0.7   #adjustable: avg population of a single city relative to district population\n",
    "avgCityPop = Pu * avgDistrictPop\n",
    "avgCitySize = avgCityPop / cityDensity   #avg city size in pixels\n",
    "citySizeSD = 0.2 #adjustable: relative standard deviation in city area\n",
    "cityCoreFraction = 0.8  #this fraction of city will be circular, then sprawl from there\n",
    "nCities = int( round(U/Pu*nDistricts,0) ) #how many cities in total grid\n",
    "blueSD = 0.001 #adjustable: variation in blue shift among cities (will loosen this later)\n",
    "redSD = 0.001 #adjustable: variation in red shift in rural background (will loosen this later)\n",
    "redXamp = 0.04  #adjustable, for adding sinusoidal amplitude in background redness.  Can zero these out\n",
    "redYamp = 0.04\n",
    "redXperiod = 85. # adjustable, period of optional sinusoidal redness\n",
    "redYperiod = 42.5 # these are in pixels\n",
    "# decayL = 1. #adjustable: decay length for blueshift away from a city, in pixels? (e.g. 2.5) \")\n",
    "print(\"avgCitySize, nCities, maxX \",avgCitySize, nCities, maxX)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "e421f69e-b9aa-4751-a03f-eec28d04ed31",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "def plotPoly(inputPoly):\n",
    "    dummyPoly = Polygon([(0,0),(0,1),(1,1)])\n",
    "    if inputPoly.geom_type == dummyPoly.geom_type:\n",
    "        x,y = inputPoly.exterior.xy\n",
    "        plt.plot(x,y)\n",
    "    else:\n",
    "        for geom in inputPoly.geoms:\n",
    "            if geom.area > 0:  #to avoid error with LineString geom parts\n",
    "                x,y = geom.exterior.xy\n",
    "                plt.plot(x,y)\n",
    "def plotPolyColorWidth(inputPoly,COLOR, WIDTH):\n",
    "    dummyPoly = Polygon([(0,0),(0,1),(1,1)])\n",
    "    if inputPoly.geom_type == dummyPoly.geom_type:\n",
    "        x,y = inputPoly.exterior.xy\n",
    "        plt.plot(x,y,color=COLOR, lw=WIDTH)\n",
    "    else:\n",
    "        for geom in inputPoly.geoms:\n",
    "            if geom.area > 0:  #to avoid error with LineString geom parts\n",
    "                x,y = geom.exterior.xy\n",
    "                plt.plot(x,y,color=COLOR, lw=WIDTH)\n",
    "def plotCenter(t,geom,FONTSIZE=10):\n",
    "    plt.text(geom.centroid.x,geom.centroid.y,t,fontsize=FONTSIZE,ha='center')\n",
    "def fillPlotColor(GEOM, COLOR):  #use COLOR = [1.-x]*3 if x is blackness\n",
    "    dummyPoly = Polygon([(0,0),(0,1),(1,1)])\n",
    "    if GEOM.geom_type == dummyPoly.geom_type:\n",
    "        x,y = GEOM.exterior.xy\n",
    "        plt.fill(x,y,facecolor=COLOR)  #COLOR could be a triplet or a standard color\n",
    "    else:\n",
    "        for geom in GEOM.geoms:\n",
    "            x,y = geom.exterior.xy\n",
    "            plt.fill(x,y,facecolor=COLOR)  \n",
    "    return\n",
    "def r3(x):\n",
    "    result = round(x,3)\n",
    "    return result\n",
    "def fillPlotLean(geo,RLEAN):\n",
    "    red1 = 0.3\n",
    "    redSlope = 2\n",
    "    redMin = 0.1\n",
    "    redMax = 0.7 #was originally 1.0\n",
    "    blue1 = 0.7\n",
    "    blueSlope = 2\n",
    "    blueMin = 0.0\n",
    "    blueMax = 0.8 #was originally 1.0\n",
    "    greenInt = 0.05\n",
    "    greenSlope = 0.\n",
    "    greenCtr = 0.5\n",
    "    greenMax = 0.5\n",
    "    redd = min(max( redMin,redMin + redSlope*(RLEAN-red1) ),redMax ) \n",
    "    bluu = min(max( blueMin, blueMin + blueSlope*(blue1-RLEAN) ),blueMax) \n",
    "    gren = min(greenMax,max(greenInt,greenInt + greenSlope*(1-abs(RLEAN-greenCtr) )))\n",
    "    fillPlotColor(geo,[redd,gren, bluu])\n",
    "    return\n",
    "\n",
    "def fillPlotLean2(GEOM, LEAN):\n",
    "    \"\"\"\n",
    "    This draws a blue-to-lightpurple-to-red shape based on its inputted geometry and Republican lean\n",
    "    0.47 and 0.53 are current parameters to generate a decent purple.  They could be tweaked\n",
    "    \"\"\"\n",
    "    deltaBlue = max(0, min(1,4.* (LEAN- 0.47)))\n",
    "    deltaRed =  max(0, min(1,4.* (0.53 - LEAN) ) )\n",
    "    gren = max(0, 1 - deltaBlue - deltaRed )\n",
    "    bluu = max(0, 1 - deltaBlue )\n",
    "    redd = max(0, 1 - deltaRed )\n",
    "    fillPlotColor(GEOM, [redd,gren, bluu])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "064919c1-f668-43f9-84c9-4f14fcf660f2",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "7225 7225\n"
     ]
    }
   ],
   "source": [
    "# ASSIGNING R-D LEAN AND POP DENSITY FOR EACH PIXEL / PRECINCT\n",
    "# In August'23 version, we're just pulling from what we captured in March'23\n",
    "infilename = \"12MarperVosc500nD25mapU02BS03CS07CSD02cD1nW4.csv\"\n",
    "df2 = pd.read_csv(\"../toy_HD_output/\"+infilename)\n",
    "pixelY = df2[\"centroid x\"].to_list()  # 8/17/23        #FLIPPING THESE VS USUAL -- NO LONGER MIRRORING ALONG Y=x\n",
    "pixelX = df2[\"centroid y\"].to_list()\n",
    "pixelPop = df2[\"pixelPop\"].to_list()\n",
    "pixelGOP = df2[\"pixelGOP\"].to_list()\n",
    "print(len(pixelGOP),289*25)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "1e744695-7cba-42f3-8654-708fca02bb58",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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or6+P5cuXx6ZNm6K/vz9aWloiImLlypVRXV0d7e3tUV5eHldfffWI4+fOnRsR8Z7tAMD5Ke8YaW5ujpMnT8a6deuiu7s7amtro6OjY/hNrceOHYviYl/sCgCMTVGWZVnqIc6mr68v5syZE729vVFRUZF6HEhucj5Nc9UkTAIwurH+/HYJAwBISowAAEmJEQAgKTECACQlRgCApMQIAJBU3t8zAozf/77u1UlZZ/uzPpYLzByujAAASYkRACApMQIAJCVGAICkxAgAkJQYAQCSEiMAQFJiBABISowAAEmJEQAgKTECACQlRgCApNwoD8bo9xtPTXiNv+v64CRMAjCzuDICACQlRgCApMQIAJCUGAEAkhIjAEBSYgQASEqMAABJiREAICkxAgAkJUYAgKTECACQlBgBAJJyozzOC//zY29PeI3Of6+chEkA+E2ujAAASYkRACApMQIAJCVGAICkxAgAkJQYAQCSEiMAQFJiBABISowAAEmJEQAgKTECACQlRgCApNwoj3NafcPkrPPj/3fh5CwEwKRzZQQASEqMAABJiREAICkxAgAkJUYAgKTECACQlBgBAJISIwBAUuOKkc2bN8fixYujvLw8GhoaYt++faPuu2vXrqivr4+5c+fGRRddFLW1tfHEE0+Me2AAYGbJO0Z27twZra2t0dbWFgcOHIhly5bFihUr4sSJE2fc/5JLLon7778/urq64j/+4z+ipaUlWlpa4umnn57w8ABA4SvKsizL54CGhoa49tpr45FHHomIiFwuFzU1NfGlL30p7rvvvjGt8dGPfjRuvfXWeOCBB8a0f19fX8yZMyd6e3ujoqIin3EpcJP3dfCTsw4AYzfWn995XRkZHByM/fv3R1NT07sLFBdHU1NTdHV1nfX4LMuis7Mzjhw5EjfeeOOo+w0MDERfX9+IBwAwM+V1o7xTp07F0NBQVFVVjdheVVUVhw8fHvW43t7eqK6ujoGBgSgpKYm//uu/jltuuWXU/dvb22P9+vX5jMY5qH75xNf48ehvRwJghpiWT9PMnj07Dh48GD/60Y/iq1/9arS2tsaePXtG3X/t2rXR29s7/Dh+/Ph0jAkAJJDXlZHKysooKSmJnp6eEdt7enpiwYIFox5XXFwcV1xxRURE1NbWxosvvhjt7e1x0003nXH/srKyKCsry2c0AKBA5XVlpLS0NOrq6qKzs3N4Wy6Xi87OzmhsbBzzOrlcLgYGBvJ5agBghsrrykhERGtra6xatSrq6+tj+fLlsWnTpujv74+WlpaIiFi5cmVUV1dHe3t7RPzX+z/q6+vj8ssvj4GBgdi9e3c88cQT8eijj07uKwEAClLeMdLc3BwnT56MdevWRXd3d9TW1kZHR8fwm1qPHTsWxcXvXnDp7++Pu+66K1577bX4wAc+EFdeeWU8+eST0dzcPHmvAgAoWHl/z0gKvmekMPk0DcD5bUq+ZwQAYLKJEQAgKTECACQlRgCApMQIAJCUGAEAksr7e0Y4P9RfO/E1fvyjia8BwMznyggAkJQYAQCSEiMAQFJiBABISowAAEmJEQAgKTECACQlRgCApMQIAJCUGAEAkhIjAEBSYgQASMqN8maY+rrJWefH+ydnHQA4G1dGAICkxAgAkJQYAQCSEiMAQFJiBABISowAAEmJEQAgKTECACQlRgCApMQIAJCUGAEAkhIjAEBSbpR3Dqn/6MTX+PGBia8BANPJlREAICkxAgAkJUYAgKTECACQlBgBAJISIwBAUmIEAEhKjAAASYkRACApMQIAJCVGAICkxAgAkJQb5U2S+msmvsaPfzLxNQCg0LgyAgAkJUYAgKTECACQlBgBAJISIwBAUmIEAEhKjAAASY0rRjZv3hyLFy+O8vLyaGhoiH379o2679atW+OGG26IefPmxbx586Kpqel99wcAzi95x8jOnTujtbU12tra4sCBA7Fs2bJYsWJFnDhx4oz779mzJ/7wD/8wfvjDH0ZXV1fU1NTE7/zO78TPf/7zCQ8PABS+oizLsnwOaGhoiGuvvTYeeeSRiIjI5XJRU1MTX/rSl+K+++476/FDQ0Mxb968eOSRR2LlypVjes6+vr6YM2dO9Pb2RkVFRT7jThvfwAoAI43153deV0YGBwdj//790dTU9O4CxcXR1NQUXV1dY1rj7bffjnfeeScuueSSfJ4aAJih8ro3zalTp2JoaCiqqqpGbK+qqorDhw+PaY177703Fi1aNCJoftPAwEAMDAwM/3NfX18+YwIABWRab5S3cePG2LFjR+zZsyfKy8tH3a+9vT3Wr18/LTPV107OOj8+ODnrAMD5Jq9f01RWVkZJSUn09PSM2N7T0xMLFix432Mfeuih2LhxYzzzzDOxdOnS99137dq10dvbO/w4fvx4PmMCAAUkrxgpLS2Nurq66OzsHN6Wy+Wis7MzGhsbRz3ua1/7WjzwwAPR0dER9fX1Z32esrKyqKioGPEAAGamvH9N09raGqtWrYr6+vpYvnx5bNq0Kfr7+6OlpSUiIlauXBnV1dXR3t4eERF/+Zd/GevWrYu//du/jcWLF0d3d3dERFx88cVx8cUXT+JLAQAKUd4x0tzcHCdPnox169ZFd3d31NbWRkdHx/CbWo8dOxbFxe9ecHn00UdjcHAwPv3pT49Yp62tLb785S9PbHoAoODl/T0jKUzl94x4AysATI0p+Z4RAIDJJkYAgKTECACQlBgBAJISIwBAUmIEAEhqWu9Ncy7ykVwASMuVEQAgKTECACQlRgCApMQIAJCUGAEAkhIjAEBSYgQASEqMAABJiREAICkxAgAkJUYAgKTECACQlBgBAJISIwBAUmIEAEjqgtQDjEWWZRER0dfXl3gSAGCsfv1z+9c/x0dTEDFy+vTpiIioqalJPAkAkK/Tp0/HnDlzRv33RdnZcuUckMvl4vXXX4/Zs2dHUVFR6nHeo6+vL2pqauL48eNRUVGRepwZw3mdOs7t1HFup4bzOnWm8txmWRanT5+ORYsWRXHx6O8MKYgrI8XFxXHppZemHuOsKioq/EcyBZzXqePcTh3ndmo4r1Nnqs7t+10R+TVvYAUAkhIjAEBSYmQSlJWVRVtbW5SVlaUeZUZxXqeOczt1nNup4bxOnXPh3BbEG1gBgJnLlREAICkxAgAkJUYAgKTECACQlBgZo82bN8fixYujvLw8GhoaYt++faPuu3Xr1rjhhhti3rx5MW/evGhqanrf/c9n+ZzXXbt2RX19fcydOzcuuuiiqK2tjSeeeGIapy0s+Zzb/27Hjh1RVFQUt99++9QOWMDyObePP/54FBUVjXiUl5dP47SFI98/s2+++WasWbMmFi5cGGVlZfGhD30odu/ePU3TFpZ8zu1NN930nj+zRUVFceutt07dgBlntWPHjqy0tDTbvn17dujQoWz16tXZ3Llzs56enjPu/0d/9EfZ5s2bs5/85CfZiy++mP3xH/9xNmfOnOy1116b5snPbfme1x/+8IfZrl27shdeeCE7evRotmnTpqykpCTr6OiY5snPffme21/72c9+llVXV2c33HBDdtttt03PsAUm33P72GOPZRUVFdkbb7wx/Oju7p7mqc99+Z7XgYGBrL6+Pvvd3/3dbO/evdnPfvazbM+ePdnBgwenefJzX77n9j//8z9H/Hl9/vnns5KSkuyxxx6bshnFyBgsX748W7NmzfA/Dw0NZYsWLcra29vHdPyvfvWrbPbs2dl3vvOdqRqxIE30vGZZll1zzTXZn//5n0/FeAVtPOf2V7/6VXbddddlf/M3f5OtWrVKjIwi33P72GOPZXPmzJmm6QpXvuf10UcfzS677LJscHBwukYsWBP9u/ab3/xmNnv27Oytt96aqhEzv6Y5i8HBwdi/f380NTUNbysuLo6mpqbo6uoa0xpvv/12vPPOO3HJJZdM1ZgFZ6LnNcuy6OzsjCNHjsSNN944laMWnPGe2w0bNsT8+fPjc5/73HSMWZDGe27feuut+OAHPxg1NTVx2223xaFDh6Zj3IIxnvP6ve99LxobG2PNmjVRVVUVV199dTz44IMxNDQ0XWMXhMn4GbZt27a444474qKLLpqqMb1n5GxOnToVQ0NDUVVVNWJ7VVVVdHd3j2mNe++9NxYtWjTiD8P5brzntbe3Ny6++OIoLS2NW2+9Nf7qr/4qbrnllqket6CM59zu3bs3tm3bFlu3bp2OEQvWeM7thz/84di+fXv8/d//fTz55JORy+Xiuuuui9dee206Ri4I4zmvP/3pT+Opp56KoaGh2L17d/zFX/xFfOMb34ivfOUr0zFywZjoz7B9+/bF888/H5///OenasSIKJC79hayjRs3xo4dO2LPnj3etDYJZs+eHQcPHoy33norOjs7o7W1NS677LK46aabUo9WsE6fPh133nlnbN26NSorK1OPM+M0NjZGY2Pj8D9fd911cdVVV8W3vvWteOCBBxJOVthyuVzMnz8/vv3tb0dJSUnU1dXFz3/+8/j6178ebW1tqcebMbZt2xYf+chHYvny5VP6PGLkLCorK6OkpCR6enpGbO/p6YkFCxa877EPPfRQbNy4Mf7pn/4pli5dOpVjFpzxntfi4uK44oorIiKitrY2XnzxxWhvbxcj/02+5/bll1+OV155JT75yU8Ob8vlchERccEFF8SRI0fi8ssvn9qhC8RE/j74tVmzZsU111wTR48enYoRC9J4zuvChQtj1qxZUVJSMrztqquuiu7u7hgcHIzS0tIpnblQTOTPbH9/f+zYsSM2bNgwlSNGhF/TnFVpaWnU1dVFZ2fn8LZcLhednZ0j/m/nN33ta1+LBx54IDo6OqK+vn46Ri0o4z2vvymXy8XAwMBUjFiw8j23V155ZTz33HNx8ODB4cenPvWpuPnmm+PgwYNRU1MzneOf0ybjz+3Q0FA899xzsXDhwqkas+CM57xef/31cfTo0eFwjoh46aWXYuHChULkv5nIn9nvfve7MTAwEJ/97Genekwf7R2LHTt2ZGVlZdnjjz+evfDCC9kXvvCFbO7cucMfz7vzzjuz++67b3j/jRs3ZqWlpdlTTz014uNRp0+fTvUSzkn5ntcHH3wwe+aZZ7KXX345e+GFF7KHHnoou+CCC7KtW7emegnnrHzP7W/yaZrR5Xtu169fnz399NPZyy+/nO3fvz+74447svLy8uzQoUOpXsI5Kd/zeuzYsWz27NnZn/zJn2RHjhzJ/uEf/iGbP39+9pWvfCXVSzhnjffvg49//ONZc3PztMzo1zRj0NzcHCdPnox169ZFd3d31NbWRkdHx/Abgo4dOxbFxe9eZHr00UdjcHAwPv3pT49Yp62tLb785S9P5+jntHzPa39/f9x1113x2muvxQc+8IG48sor48knn4zm5uZUL+Gcle+5ZezyPbe//OUvY/Xq1dHd3R3z5s2Lurq6ePbZZ2PJkiWpXsI5Kd/zWlNTE08//XTcc889sXTp0qiuro6777477r333lQv4Zw1nr8Pjhw5Env37o1nnnlmWmYsyrIsm5ZnAgA4A/9rBAAkJUYAgKTECACQlBgBAJISIwBAUmIEAEhKjAAASYkRACApMQIAJCVGAICkxAgAkJQYAQCS+v+h3U/1hrbH+QAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#try out some color schemes\n",
    "red1 = 0.3\n",
    "redSlope = 3\n",
    "redMin = 0.2\n",
    "blue1 = 0.7\n",
    "blueSlope = 2\n",
    "blueMin = 0.2\n",
    "greenInt = 0.05\n",
    "greenSlope = 0.2\n",
    "greenCtr = 0.5\n",
    "xStep = 0.02\n",
    "xMin = 0.18\n",
    "xMax = 0.7\n",
    "bigBox = Polygon([Point(xMin,xMin),Point(1,xMin),Point(xMax,xMax),Point(xMin,xMax)])\n",
    "x,y = bigBox.exterior.xy\n",
    "#plt.fill(x,y,facecolor=(0.6,1,0.6) )\n",
    "x2 = [0.]*4\n",
    "y2 = [0.]*4\n",
    "for xxx in range(int(1000*xMin),int(1000*xMax), int(1000*xStep)):\n",
    "    xx = xxx / 1000\n",
    "    x2 = [xx,xx+xStep,xx+xStep,xx]\n",
    "    y2 = [xx,xx,xx+xStep,xx+xStep]\n",
    "    redd = min(1,max(redMin,redMin +(xx- red1)* redSlope))\n",
    "    bluu = min(1,max(blueMin,blueMin+(blue1-xx)*blueSlope))\n",
    "    gren = min(1,max(greenInt,greenInt + greenSlope* (1-abs(xx - greenCtr)) ) )\n",
    "    plt.fill(x2,y2,facecolor= (redd,gren,bluu))\n",
    "plt.show()\n",
    "#try out some color schemes\n",
    "redMax = 0.7\n",
    "red1 = 0.3\n",
    "redSlope = 3\n",
    "redMin = 0.2\n",
    "blue1 = 0.7\n",
    "blueSlope = 3\n",
    "blueMin = 0.0\n",
    "blueMax = 0.8\n",
    "greenInt = 0.02\n",
    "greenSlope = 0.\n",
    "greenCtr = 0.5\n",
    "greenMax = 0.5\n",
    "xStep = 0.02\n",
    "xMin = 0.18\n",
    "xMax = 0.7\n",
    "bigBox = Polygon([Point(xMin,xMin),Point(1,xMin),Point(xMax,xMax),Point(xMin,xMax)])\n",
    "x,y = bigBox.exterior.xy\n",
    "#plt.fill(x,y,facecolor=(0.6,1,0.6) )\n",
    "x2 = [0.]*4\n",
    "y2 = [0.]*4\n",
    "for xxx in range(int(1000*xMin),int(1000*xMax), int(1000*xStep)):\n",
    "    xx = xxx / 1000\n",
    "    x2 = [xx,xx+xStep,xx+xStep,xx]\n",
    "    y2 = [xx,xx,xx+xStep,xx+xStep]\n",
    "    redd = min(redMax,max(redMin,redMin +(xx- red1)* redSlope))\n",
    "    bluu = min(blueMax,max(blueMin,blueMin+(blue1-xx)*blueSlope))\n",
    "    gren = min(greenMax,max(greenInt,greenInt + greenSlope* (1-abs(xx - greenCtr)) ) )\n",
    "    plt.fill(x2,y2,facecolor= (redd,gren,bluu))\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "11d96fae-e6e4-4825-86b9-312daba66cc5",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#21-Aug first map\n",
    "nPixels = len(pixelGOP)\n",
    "offset = 0.5\n",
    "gridL = 85\n",
    "fig, ax = plt.subplots()\n",
    "plt.rcParams[\"figure.figsize\"] = (6,6)\n",
    "x2 = [0.]*4\n",
    "x3 = [0.]*4\n",
    "x4 = [0.]*4\n",
    "y2 = [0.]*4\n",
    "y3 = [0.]*4\n",
    "y4 = [0.]*4\n",
    "red1 = 0.3\n",
    "redSlope = 2\n",
    "redMin = 0.1\n",
    "redMax = 0.7 #was originally 1.0\n",
    "blue1 = 0.7\n",
    "blueSlope = 2\n",
    "blueMin = 0.0\n",
    "blueMax = 0.8 #was originally 1.0\n",
    "greenInt = 0.05\n",
    "greenSlope = 0.\n",
    "greenCtr = 0.5\n",
    "greenMax = 0.5\n",
    "for p in range(int(nPixels/1)):\n",
    "    redd = min(max( redMin,redMin + redSlope*(pixelGOP[p]-red1) ),redMax ) \n",
    "    bluu = min(max( blueMin, blueMin + blueSlope*(blue1-pixelGOP[p]) ),blueMax) \n",
    "    gren = min(greenMax,max(greenInt,greenInt + greenSlope*(1-abs(pixelGOP[p]-greenCtr) )))\n",
    "    x = [pixelY[p]-offset,pixelY[p]+offset,pixelY[p]+offset,pixelY[p]-offset]\n",
    "    y = [pixelX[p]-offset,pixelX[p]-offset,pixelX[p]+offset,pixelX[p]+offset]\n",
    "    for d in range(4):\n",
    "        x2[d] = x[d]\n",
    "        y2[d] = y[d]+gridL\n",
    "        x3[d] = x[d]+gridL\n",
    "        y3[d] = y[d]\n",
    "        x4[d] = x[d]+gridL\n",
    "        y4[d] = y[d]+gridL\n",
    "    if p%1 == 0:\n",
    "        plt.fill(x,y,facecolor=(redd, gren,bluu ) )\n",
    "        plt.fill(x2,y2,facecolor=(redd, gren,bluu ) )\n",
    "        plt.fill(x3,y3,facecolor=(redd, 0,bluu ) )\n",
    "        plt.fill(x4,y4,facecolor=(redd, 0,bluu ) )\n",
    "nVerticalLines = 10\n",
    "nHorizontalLines = 10\n",
    "xOff = 5\n",
    "yOff = 5\n",
    "dLength = 17\n",
    "for l in range(nVerticalLines):\n",
    "    x = [l*dLength+xOff, l*dLength+xOff]\n",
    "    y = [0, 2*gridL]\n",
    "    plt.plot(x,y,linestyle=\"-\",lw = \"1.2\",color = (0.5,1,0))\n",
    "for L in range(nHorizontalLines):\n",
    "    x = [0, 2*gridL]\n",
    "    y = [L*dLength+yOff, L*dLength+yOff]\n",
    "    plt.plot(x,y,linestyle=\"-\",lw = \"1.2\",color = (0.5,1,0))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "56b35b7e-764b-4046-96a4-66689916a405",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#21-Aug second map\n",
    "nPixels = len(pixelGOP)\n",
    "offset = 0.5\n",
    "gridL = 85\n",
    "fig, ax = plt.subplots()\n",
    "plt.rcParams[\"figure.figsize\"] = (6,6)\n",
    "x2 = [0.]*4\n",
    "x3 = [0.]*4\n",
    "x4 = [0.]*4\n",
    "y2 = [0.]*4\n",
    "y3 = [0.]*4\n",
    "y4 = [0.]*4\n",
    "red1 = 0.3\n",
    "redSlope = 2\n",
    "redMin = 0.1\n",
    "redMax = 0.7 #was originally 1.0\n",
    "blue1 = 0.7\n",
    "blueSlope = 2\n",
    "blueMin = 0.0\n",
    "blueMax = 0.8 #was originally 1.0\n",
    "greenInt = 0.05\n",
    "greenSlope = 0.\n",
    "greenCtr = 0.5\n",
    "greenMax = 0.5\n",
    "for p in range(int(nPixels/1)):\n",
    "    redd = min(max( redMin,redMin + redSlope*(pixelGOP[p]-red1) ),redMax ) \n",
    "    bluu = min(max( blueMin, blueMin + blueSlope*(blue1-pixelGOP[p]) ),blueMax) \n",
    "    gren = min(greenMax,max(greenInt,greenInt + greenSlope*(1-abs(pixelGOP[p]-greenCtr) )))\n",
    "    x = [pixelY[p]-offset,pixelY[p]+offset,pixelY[p]+offset,pixelY[p]-offset]\n",
    "    y = [pixelX[p]-offset,pixelX[p]-offset,pixelX[p]+offset,pixelX[p]+offset]\n",
    "    for d in range(4):\n",
    "        x2[d] = x[d]\n",
    "        y2[d] = y[d]+gridL\n",
    "        x3[d] = x[d]+gridL\n",
    "        y3[d] = y[d]\n",
    "        x4[d] = x[d]+gridL\n",
    "        y4[d] = y[d]+gridL\n",
    "    if p%1 == 0:\n",
    "        plt.fill(x,y,facecolor=(redd, gren,bluu ) )\n",
    "        plt.fill(x2,y2,facecolor=(redd, gren,bluu ) )\n",
    "        plt.fill(x3,y3,facecolor=(redd, 0,bluu ) )\n",
    "        plt.fill(x4,y4,facecolor=(redd, 0,bluu ) )\n",
    "nVerticalLines = 10\n",
    "nHorizontalLines = 10\n",
    "xOff = 2\n",
    "yOff = 13\n",
    "dLength = 17\n",
    "for l in range(nVerticalLines):\n",
    "    x = [l*dLength+xOff, l*dLength+xOff]\n",
    "    y = [0, 2*gridL]\n",
    "    plt.plot(x,y,linestyle=\"-\",lw = \"1.2\",color = (0.5,1,0))\n",
    "for L in range(nHorizontalLines):\n",
    "    x = [0, 2*gridL]\n",
    "    y = [L*dLength+yOff, L*dLength+yOff]\n",
    "    plt.plot(x,y,linestyle=\"-\",lw = \"1.2\",color = (0.5,1,0))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "076d7387-7048-4e41-9245-6d4b38b49a6a",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Aug'23 -- revise this paper figure.  Only plot one 25x25 area\n",
    "pixelPoly4 = [Polygon([Point(pixelX[p]-0.5,pixelY[p]-0.5),     Point(pixelX[p]+0.5,pixelY[p]-0.5),\n",
    "                      Point(pixelX[p]+0.5,pixelY[p]+0.5), Point(pixelX[p]-0.5,  pixelY[p]+0.5) ] ) for p in range(nPixels) ]\n",
    "\n",
    "pixelGOP4, pixelX4, pixelY4 = pixelGOP.copy(), pixelX.copy(), pixelY.copy()\n",
    "WIDTH = 17*5\n",
    "xSS = [0,1,1]\n",
    "ySS = [1,0,1]\n",
    "for i in range(3):\n",
    "    for p in range(nPixels):\n",
    "        pixelGOP4.append(pixelGOP[p])  #for some reason, list adds not working\n",
    "        pX = pixelX[p] + xSS[i]*WIDTH\n",
    "        pY = pixelY[p] + ySS[i]*WIDTH\n",
    "        pixelX4.append(pX)\n",
    "        pixelY4.append(pY)\n",
    "        pixelPoly4.append(Polygon([Point(pX-0.5,pY-0.5), Point(pX+0.5,pY-0.5), Point(pX+0.5,pY+0.5), Point(pX-0.5,pY+0.5) ] ) )\n",
    "leftX = 53\n",
    "bottomY = 0\n",
    "\n",
    "for p in range(4*nPixels):\n",
    "    if pixelX4[p] >= leftX and pixelX4[p] < leftX + WIDTH:\n",
    "        if pixelY4[p] >= bottomY and pixelY4[p] < bottomY + WIDTH:\n",
    "            redd = min(max( redMin,redMin + redSlope*(pixelGOP4[p]-red1) ),redMax ) \n",
    "            bluu = min(max( blueMin, blueMin + blueSlope*(blue1-pixelGOP4[p]) ),blueMax) \n",
    "            gren = min(greenMax,max(greenInt,greenInt + greenSlope*(1-abs(pixelGOP4[p]-greenCtr) )))\n",
    "            fillPlotColor(pixelPoly4[p],[redd,gren, bluu])\n",
    "mapPoly = Polygon([Point(leftX,bottomY),Point(leftX+WIDTH,bottomY),Point(leftX+WIDTH, bottomY+WIDTH),\n",
    "                   Point(leftX,bottomY+WIDTH) ] )\n",
    "mapPoly = translate(mapPoly, xoff=0, yoff=0)\n",
    "plotPoly(mapPoly)\n",
    "xOff = leftX+5\n",
    "yOff = bottomY+5\n",
    "dLength = 17\n",
    "dPoly = list()\n",
    "for i in range(4):\n",
    "    for j in range(4):\n",
    "        pt0 = Point(xOff+dLength*i,yOff+dLength*j)\n",
    "        pt1 = translate(pt0,xoff=dLength,yoff=0)\n",
    "        pt2 = translate(pt0,xoff=dLength,yoff=dLength)\n",
    "        pt3 = translate(pt0,xoff=0,yoff=dLength)\n",
    "        newPoly = Polygon([pt0,pt1,pt2,pt3])\n",
    "        dPoly.append(newPoly )\n",
    "        plotPoly(newPoly)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "65129992-521f-4461-8b25-d7514be7348a",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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qr68/7O1VVlbq1ltvjXcMAACQAHGdEdi9e7duvPFGrVq1ShkZGQkZYO7cuWpsbIxddu/enZDbBQAAXy+uEKitrdXevXt16qmnKhAIKBAIaP369Vq6dKkCgYAKCwvV3t6uffv2dfm4hoYGFRUVHfY2g8GgcnNzu1wAAEDfiOupgXPOOUd//etfu2ybMmWKRo0apdmzZ6ukpERpaWmqqqrSpEmTJEl1dXXatWuXysrKEjd1f+Nc7Gpz+CN5Ha0+DpMcIk2HXisSaYlIAe7TnuhoblP6J9dbm5t0gP9CpMc6mg/9HW1palGaEnOW1LKOSJvfI5gUVwjk5OToxBNP7LItKytLBQUFse1XX321Zs6cqcGDBys3N1fXX3+9ysrKdMYZZyRu6n6ms/XQg9T73/2ej5Mkj7ZgUPrPiyRJ9z603N9hkkCma9FN3sHrectH+ztMkmjuSJN08N+1/5p5rb/DJCH3mR+w0LvifrHg17n33nuVkpKiSZMmKRKJaMKECXrwwQcT/Wn6lbYDVGzCpab5PUFS4QxA4h1w6V9/ELrFSy2WPP4N6Cs9DoE///nPXf6ckZGhZcuWadmyZT296QEjZfAg/a8bUiVJz/xorUKBTJ8nGvhaWvar4r7/kSQVzDhJmVnZPk80sDU3RXTafQf/869107+nrGwexHqqpSmi4C2bJEk/vOVM5eYEfZ5o4OuIdOr/3FwtKSDP8/wex4yEnxGwyPM8hbMO/qXNyi1QZhoh0FNeIF3tnzyrHczOUEZWyOeJBrYDStGHypMkhbJzlZnNg1ZPdbiIvJSD3+uh3CxlEgI91hHplMeZgD7H+UIAAAwjBAAAMIwQAADAMEIAAADDCAEAAAwjBAAAMIwQAADAMEIAAADDCAEAAAwjBAAAMIwQAADAMEIAAADDCAEAAAwjBAAAMIwQAADAMEIAAADDCAEAAAwjBAAAMIwQAADAMEIAAADDCAEAAAwjBAAAMIwQAADAMEIAAADDCAEAAAwjBAAAMIwQAADAMEIAAADDCAEAAAwjBAAAMIwQAADAMEIAAADDCAEAAAwjBAAAMIwQAADAMEIAAADDCAEAAAwjBAAAMIwQAADAMEIAAADDCAEAAAwjBAAAMIwQAADAMEIAAADDCAEAAAwjBAAAMIwQAADAMEIAAADDCAEAAAwjBAAAMIwQAADAMEIAAADDCAEAAAwjBAAAMIwQAADAMEIAAADDCAEAAAwjBAAAMIwQAADAMEIAAADDCAEAAAwjBAAAMIwQAADAMEIAAADDCAEAAAwjBAAAMIwQAADAMEIAAADDCAEAAAwjBAAAMIwQAADAMEIAAADDCAEAAAwjBAAAMIwQAADAMEIAAADDCAEAAAwjBAAAMIwQAADAsIDfAySb1tYPpY4Wv8cY8Fpbm2PX25taldZJs/ZE+/6O2PUP2zrUmurjMEmiqbU9dr29cb8iB9q/4mgciY72qN8jmEQIJEDrZx74v7vmP3ycJHnkdWTr91okSWpeUqfmrzkeX+0jHfoH9jt3r/dxkuSR2ek0TZmSpCfveNPnaZKPc87vEczgx6xEONDq9wRJJ9Dp+T1CUmnjOz3h0js7vv4gdEte49+V2hnxewwzOCOQAIODg/Tnne9LkkI3vCmlZ/o80cDXHv5Ij8+4WZI05e7FSssZ5PNEA1t6S4va3tglSfrv0/9NuZkZPk808DU37VfjOT+QJA37v88pOzvb54kGvmhbq/5+zveUEm2X51X4PY4ZhEACeJ6ngugnp14zC6T0LH8HSgJpBzxFogefcknPCSktl/u0J4KpnhQ8+MKAozLSlBcK+jzRwJdxoF2tHfslSen52Qrm5Pg80cAXbUlVapTXWvQ1ThgCAGAYIQAAgGGEAAAAhsUVApWVlTr99NOVk5OjIUOG6KKLLlJdXV2XY9ra2jRt2jQVFBQoOztbkyZNUkNDQ0KHBgAAiRFXCKxfv17Tpk3Txo0b9dJLL6mjo0Pf//731dx86Le8Z8yYoeeff15PPfWU1q9frz179ujiiy9O+OAAAKDn4vqtgXXr1nX58+9+9zsNGTJEtbW1+va3v63GxkY98sgjWr16tc4++2xJ0sqVK3Xcccdp48aNOuOMM75wm5FIRJHIod8XDYfD3fk6AABAN/ToNQKNjY2SpMGDB0uSamtr1dHRofLy8tgxo0aN0vDhw1VdXX3Y26isrFReXl7sUlJS0pORAABAHLodAtFoVNOnT9f48eN14oknSpLq6+uVnp6u/Pz8LscWFhaqvr7+sLczd+5cNTY2xi67d+/u7kgAACBO3f4PhaZNm6a3335bGzZs6NEAwWBQwSD/uQkAAH7o1hmB6667Ti+88IJeeeUVDRs2LLa9qKhI7e3t2rdvX5fjGxoaVFRU1KNBAQBA4sUVAs45XXfddVqzZo1efvlllZaWdtl/2mmnKS0tTVVVVbFtdXV12rVrl8rKyhIzMQAASJi4nhqYNm2aVq9erWeffVY5OTmx5/3z8vIUCoWUl5enq6++WjNnztTgwYOVm5ur66+/XmVlZYf9jQEAAOCvuEJg+fLlkqTvfve7XbavXLlSP/nJTyRJ9957r1JSUjRp0iRFIhFNmDBBDz74YEKGBQAAiRVXCDjnvvaYjIwMLVu2TMuWLev2UAAAoG/wXgMAABhGCAAAYBghAACAYYQAAACGEQIAABhGCAAAYBghAACAYYQAAACGEQIAABhGCAAAYBghAACAYYQAAACGEQIAABhGCAAAYBghAACAYYQAAACGEQIAABhGCAAAYBghAACAYYQAAACGEQIAABhGCAAAYBghAACAYYQAAACGEQIAABhGCAAAYBghAACAYYQAAACGEQIAABhGCAAAYBghAACAYYQAAACGEQIAABhGCAAAYBghAACAYYQAAACGEQIAABhGCAAAYBghAACAYYQAAACGEQIAABhGCAAAYBghAACAYYQAAACGEQIAABhGCAAAYBghAACAYYQAAACGEQIAABhGCAAAYBghAACAYYQAAACGEQIAABhGCAAAYBghAACAYYQAAACGEQIAABhGCAAAYBghAACAYYQAAACGEQIAABhGCAAAYBghAACAYYQAAACGEQIAABgW8HuApODcoevtLf7NkUTcZ+7HjkhEamvzcZqBrz1y6P5riUYV6Oz0cZrk0NoZjV13ra2Kpqb6OE1yiLa2+j2CSYRAInR85i/v3f/m3xxJ5MCBNElnSJKWXzfV32GSQHNGlvSTuZKkMa//j8/TJIf8cKPWfHL9g29/x9dZgJ7gqQEAQL8SOvVUeaGQ32OYwRmBRMg6Svrfn/yUlRaSPM/feZJAyDldGw5LaSEFMjLkifu0J5xzuuZApwLp6cpMTRV3Z8855xQtW69QSopSQ3zfJ5IXCsnj/uwzhEAieJ6U/Q2/p0gqnqTMb2T7PUZSGer3AMloyBC/JwB6jKcGAAAwjBAAAMAwQgAAAMMIAQAADCMEAAAwjBAAAMAwQgAAAMMIAQAADCMEAAAwjBAAAMAwQgAAAMMIAQAADCMEAAAwjBAAAMAwQgAAAMMIAQAADCMEAAAwrNdCYNmyZTrmmGOUkZGhcePGadOmTb31qQAAQDf1Sgj84Q9/0MyZM3XLLbdoy5YtOvnkkzVhwgTt3bu3Nz4dAADopkBv3OjixYt1zTXXaMqUKZKkFStW6I9//KN++9vfas6cOb3xKb+Uc4eut7R39unnBgDgcPrT41HCQ6C9vV21tbWaO3dubFtKSorKy8tVXV39heMjkYgikUjsz+FwOKHztHYcurPH3vGnhN42AAADXcKfGvjXv/6lzs5OFRYWdtleWFio+vr6LxxfWVmpvLy82KWkpCTRIwEA0C+NHTFIobRUX2folacG4jF37lzNnDkz9udwOJzQGCjIStfrN5dLkkJpqfK8hN00AAA9cvBxyd8HpoSHwFFHHaXU1FQ1NDR02d7Q0KCioqIvHB8MBhUMBhM9RozneToqu/duHwCAgSzhTw2kp6frtNNOU1VVVWxbNBpVVVWVysrKEv3pAABAD/TKUwMzZ87U5MmTNXbsWH3rW9/SkiVL1NzcHPstAgAA0D/0Sgj86Ec/0j//+U/Nnz9f9fX1OuWUU7Ru3bovvIAQAAD4y3Pus79p779wOKy8vDw1NjYqNzfX73EAABgwuvMYynsNAABgGCEAAIBhhAAAAIYRAgAAGEYIAABgGCEAAIBhhAAAAIYRAgAAGEYIAABgGCEAAIBhhAAAAIYRAgAAGEYIAABgWK+8DXFPfPpmiOFw2OdJAAAYWD597IznjYX7XQg0NTVJkkpKSnyeBACAgampqUl5eXlHdKzn4smGPhCNRrVnzx7l5OTI8zy/x0m4cDiskpIS7d69+4jfKxq9h/XoP1iL/oX16D/iWQvnnJqamlRcXKyUlCN79r/fnRFISUnRsGHD/B6j1+Xm5vLN1Y+wHv0Ha9G/sB79x5GuxZGeCfgULxYEAMAwQgAAAMMIgT4WDAZ1yy23KBgM+j0KxHr0J6xF/8J69B+9vRb97sWCAACg73BGAAAAwwgBAAAMIwQAADCMEAAAwDBCAAAAwwiBXvLBBx/oiiuuUEFBgUKhkEaPHq3XX389tt85p/nz52vo0KEKhUIqLy/X9u3bfZw4eXV2dmrevHkqLS1VKBTSscceq9tvv73Lm3KwHr3n1Vdf1QUXXKDi4mJ5nqdnnnmmy/4jue8/+ugjVVRUKDc3V/n5+br66qu1f//+PvwqksNXrUVHR4dmz56t0aNHKysrS8XFxfrxj3+sPXv2dLkN1iJxvu5747N+9rOfyfM8LVmypMv2RKwHIdALPv74Y40fP15paWlau3at3nnnHd1zzz0aNGhQ7JhFixZp6dKlWrFihWpqapSVlaUJEyaora3Nx8mT08KFC7V8+XI98MADevfdd7Vw4UItWrRI999/f+wY1qP3NDc36+STT9ayZcsOu/9I7vuKigr97W9/00svvaQXXnhBr776qqZOndpXX0LS+Kq1aGlp0ZYtWzRv3jxt2bJFTz/9tOrq6nThhRd2OY61SJyv+9741Jo1a7Rx40YVFxd/YV9C1sMh4WbPnu3OOuusL90fjUZdUVGR+/Wvfx3btm/fPhcMBt0TTzzRFyOact5557mrrrqqy7aLL77YVVRUOOdYj74kya1Zsyb25yO579955x0nyW3evDl2zNq1a53nee6DDz7os9mTzefX4nA2bdrkJLmdO3c651iL3vRl6/H++++7o48+2r399ttuxIgR7t57743tS9R6cEagFzz33HMaO3asLrnkEg0ZMkRjxozRww8/HNu/Y8cO1dfXq7y8PLYtLy9P48aNU3V1tR8jJ7UzzzxTVVVV2rZtmyTpzTff1IYNG3TuuedKYj38dCT3fXV1tfLz8zV27NjYMeXl5UpJSVFNTU2fz2xJY2OjPM9Tfn6+JNair0WjUV155ZWaNWuWTjjhhC/sT9R69Lt3H0wG7733npYvX66ZM2fql7/8pTZv3qwbbrhB6enpmjx5surr6yVJhYWFXT6usLAwtg+JM2fOHIXDYY0aNUqpqanq7OzUggULVFFRIUmsh4+O5L6vr6/XkCFDuuwPBAIaPHgw69OL2traNHv2bF1++eWxd7xjLfrWwoULFQgEdMMNNxx2f6LWgxDoBdFoVGPHjtWdd94pSRozZozefvttrVixQpMnT/Z5OnuefPJJrVq1SqtXr9YJJ5ygN954Q9OnT1dxcTHrARxGR0eHLr30UjnntHz5cr/HMam2tlb33XeftmzZIs/zevVz8dRALxg6dKiOP/74LtuOO+447dq1S5JUVFQkSWpoaOhyTENDQ2wfEmfWrFmaM2eOLrvsMo0ePVpXXnmlZsyYocrKSkmsh5+O5L4vKirS3r17u+w/cOCAPvroI9anF3waATt37tRLL70UOxsgsRZ96S9/+Yv27t2r4cOHKxAIKBAIaOfOnfrFL36hY445RlLi1oMQ6AXjx49XXV1dl23btm3TiBEjJEmlpaUqKipSVVVVbH84HFZNTY3Kysr6dFYLWlpalJLS9a96amqqotGoJNbDT0dy35eVlWnfvn2qra2NHfPyyy8rGo1q3LhxfT5zMvs0ArZv364//elPKigo6LKfteg7V155pd566y298cYbsUtxcbFmzZqlF198UVIC16MHL3LEl9i0aZMLBAJuwYIFbvv27W7VqlUuMzPTPf7447Fj7rrrLpefn++effZZ99Zbb7mJEye60tJS19ra6uPkyWny5Mnu6KOPdi+88ILbsWOHe/rpp91RRx3lbrrpptgxrEfvaWpqclu3bnVbt251ktzixYvd1q1bY69EP5L7/gc/+IEbM2aMq6mpcRs2bHAjR450l19+uV9f0oD1VWvR3t7uLrzwQjds2DD3xhtvuH/84x+xSyQSid0Ga5E4X/e98Xmf/60B5xKzHoRAL3n++efdiSee6ILBoBs1apR76KGHuuyPRqNu3rx5rrCw0AWDQXfOOee4uro6n6ZNbuFw2N14441u+PDhLiMjw33zm990v/rVr7r848Z69J5XXnnFSfrCZfLkyc65I7vvP/zwQ3f55Ze77Oxsl5ub66ZMmeKampp8+GoGtq9aix07dhx2nyT3yiuvxG6DtUicr/ve+LzDhUAi1sNz7jP/vRoAADCF1wgAAGAYIQAAgGGEAAAAhhECAAAYRggAAGAYIQAAgGGEAAAAhhECAAAYRggAAGAYIQAAgGGEAAAAhv1/0R/C8n0QYNQAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plotPoly(mapPoly)\n",
    "xOff = leftX+5\n",
    "yOff = bottomY+5\n",
    "dLength = 17\n",
    "dPoly = list()\n",
    "for i in range(4):\n",
    "    for j in range(4):\n",
    "        pt0 = Point(xOff+dLength*i,yOff+dLength*j)\n",
    "        pt1 = translate(pt0,xoff=dLength,yoff=0)\n",
    "        pt2 = translate(pt0,xoff=dLength,yoff=dLength)\n",
    "        pt3 = translate(pt0,xoff=0,yoff=dLength)\n",
    "        newPoly = Polygon([pt0,pt1,pt2,pt3])\n",
    "        dPoly.append(newPoly )\n",
    "        plotPoly(newPoly)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "d88fa25c-6cfd-4370-b908-391c4155388c",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "53 138 0 85\n"
     ]
    }
   ],
   "source": [
    "print(leftX, leftX+WIDTH, bottomY, bottomY+WIDTH)"
   ]
  },
  {
   "cell_type": "raw",
   "id": "0cefb0b7-adf5-41ec-9b35-ea4f6ab63bc8",
   "metadata": {},
   "source": [
    "boundaryPolys = list()\n",
    "pt0 = Point(53,0)\n",
    "pt1 = Point(111,0)\n",
    "pt2 = Point(111,5)\n",
    "pt3 = Point(54,5)\n",
    "pt4 = Point(54,4)\n",
    "pt5 = Point(53,4)\n",
    "\n",
    "pt0 = Point(111,0)\n",
    "pt1 = Point(138,0)\n",
    "pt2 = Point(138,18)\n",
    "pt3 = Point(128,18)\n",
    "pt4 = Point(128,17)\n",
    "pt5 = Point(111,17)\n",
    "\n",
    "pt0 = Point(111,0)\n",
    "pt1 = Point(138,0)\n",
    "pt2 = Point(138,42)\n",
    "pt3 = Point(127,42)\n",
    "pt4 = Point(127,41)\n",
    "pt5 = Point(111,41)\n",
    "\n",
    "pt0 = Point(111,0)\n",
    "pt1 = Point(138,0)\n",
    "pt2 = Point(138,66)\n",
    "pt3 = Point(111,66)\n",
    "\n",
    "pt0 = Point(120,0)\n",
    "pt1 = Point(138,0)\n",
    "pt2 = Point(138,85)\n",
    "pt3 = Point(121,85)\n",
    "pt4 = Point(121,74)\n",
    "pt5 = Point(120,74)\n",
    "\n",
    "pt0 = Point(96, 73)\n",
    "pt1 = Point(121,73)\n",
    "pt2 = Point(121,85)\n",
    "pt3 = Point(97, 85)\n",
    "pt4 = Point(97,75)\n",
    "pt5 = Point(96,75)\n",
    "\n",
    "pt0 = Point(72, 73)\n",
    "pt1 = Point(97,73)\n",
    "pt2 = Point(97,85)\n",
    "pt3 = Point(73, 85)\n",
    "pt4 = Point(73,76)\n",
    "pt5 = Point(72,76)\n",
    "\n",
    "pt0 = Point(53,62)\n",
    "pt1 = Point(55,62)\n",
    "pt2 = Point(55,63)\n",
    "pt3 = Point(73, 63)\n",
    "pt4 = Point(73,85)\n",
    "pt5 = Point(53,85)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "1fc4e79b-2092-438b-8afe-c279274a4079",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "new poly has area 289.0\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pt0 = Point(53,62)\n",
    "pt1 = Point(55,62)\n",
    "pt2 = Point(55,63)\n",
    "pt3 = Point(73, 63)\n",
    "pt4 = Point(73,85)\n",
    "pt5 = Point(53,85)  #copy paste each set above here.  Then below, uncomment appropriate line of three possible\n",
    "\n",
    "#newPoly = Polygon([pt0, pt1, pt2, pt3]).intersection(mapPoly)  #use for fourth set\n",
    "#newPoly = Polygon([pt0, pt1, pt2, pt3,pt4, pt5]).intersection(mapPoly)  #use for most sets of points\n",
    "newPoly = mapPoly  #only use this line for last district\n",
    "for polly in dPoly:\n",
    "    if newPoly.intersects(polly):\n",
    "        newPoly = newPoly.difference(polly)\n",
    "    plotPoly(polly)\n",
    "plotPoly(newPoly)\n",
    "plotPoly(mapPoly)\n",
    "print(\"new poly has area\",newPoly.area)\n",
    "plotPoly(Point(53,0).buffer(0.3))\n",
    "plt.show()\n",
    "if newPoly.area == 289:\n",
    "    dPoly.append(newPoly)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "735ba8cc-8055-44d3-aca3-a377221e6a61",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "we have 25 districts in our map.  Saving first set of districts as map1_Polys\n"
     ]
    }
   ],
   "source": [
    "#map1_Polys = dPoly.copy()\n",
    "nDistricts = len(dPoly)\n",
    "print(\"we have\",nDistricts,\"districts in our map.  Saving first set of districts as map1_Polys\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "62847700-774f-4b23-8ad7-df6a6bca79a3",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "40aa7722-88a3-4f2a-a458-b343474574c5",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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jqVqji4cf76dtOl3XS5LW6e+0XSPBwfO11iztzlEn+hXcaFXHWD/3OX+5bbgslFtyZI1Zw+Nqw3qrTUtHA3rRqLiftjwvWqnRH8+piTsCAAAkjIEAAAAJYyAAAEDCkskIxMvcuq+cuSJDoy3RWG7Uf6+3+CxkZYp7RkWPlXtu7rN697WzVtvNmo5h47aKf6XJlTN1z/ZcfSbXdqPOC253z3edLsy1XajrJmFP9ky+MFnsa7nRnFJ8X/KixdTKLTv2VwXH6jfatuv5z+qLHzufq4p9BdmXZR/7/42phDsCAAAkjIEAAAAJYyAAAEDCGAgAAJCwZMKCjg/ZxcZG9eEQHxTpxN64XrHCHdFlo4HEVjMwjtUWjRxlozyObTfPzxIWnbwl3+8CU1DnBl1g93FPV5mysaY9Q/GyNvEorLsmy6zP6fSyZd4rm5+vjyCXCRK33qbkA4m+QFo0VDj5uCMAAEDCGAgAAJAwBgIAACSMgQAAAAlLJiwYDZj5alDtVMNqPftgfFbBzlbJ6vQ2oiG76MxpUb5imZsJsUzlsVggaG/lnuu1uijXdpGunYjd2eO4KpQf0y25tugMqPHAbezaiM6AGq3EGa0i6DRvoTLc3lilNb/l2DXaZYKv0edf/J1wtGUJCwIAgCmGgQAAAAljIAAAQMIYCAAAkLCEwoKuLVYNqnWMZPRIiVtb1bQOdHzq0WglQKd4mDG6L60rC478vqZKQ/DPHT8nfvRigSh3blyg63NtN2hpaKuf0JW5tiv1idCyV2hlw89dGsj1qT9O9Y8v1eUNx3O51oS2idEt0a0a0LThnwfCUw5H/xYrHpCNVtHz10t0KvRYPzclefco13M+LNh6/fEgYz5AGD12rqKhr9qa56qdTgXcEQAAIGEMBAAASBgDAQAAEsZAAACAhCUTFoxWeSpT1Su65fg2YkaL2kTaonsSDQPFKx9OlugUoq4amVtbfn3LdE2urarB0PpW6opcW5dZNr8u9/pkdY9Hd42WmWXd3whTsyra1JCp/vj4KWhHW665pfi04rEtjFZtMNYvWqnQh7HzodbRKgsWEX1PKv7u7Vvjx2lq4o4AAAAJYyAAAEDCGAgAAJAwBgIAACQsmbCgrxqV5wMeriJYZdTHo/1u7H0pHsYrE3yJhleiFRfLTNs5erXGxgpj0X32lb1ca4w/9q2DfEP94luJtEUCVvWvWePr11yxLbZN51pdmGu7SNeFlt0TLa17bl3qH37189OPx677aL3OdqZCL9rPVyp0fyvmryF3XUUDt6NfHa3fS/Prjz1XdzxdxcC4+DvpVMQdAQAAEsZAAACAhDEQAAAgYQwEAABIWDJhwagyU/9Ku+MtY1cYa2dtET7QEwsrlQscRac1dlW3xo4uVhrq4rXelzIV0KrBAGG0epoLU8WrMEaDXc1bdM+reOW56FTPUzX81AkXm+mZBxreMisNj+qPhH898sd00Jw/PlRYZHr00bcbn8I3pkzt1ajIvpSr2VpmKvjoazY1cUcAAICEMRAAACBhDAQAAEgYAwEAABKWTFjQh0iKx1lGCwTWVG0I75UJ5cSr+RWvDFdGmS2UCRdFw31OtHpa1UyXWm4qa7cvsfX5Xo1Ld7UIhDU/rv/ZTzhc/Dlco4tybct0ba5ttS7OtS03Ab2JsFxX59oGba05f1SbKwtGg4HR6YrLVUaNVi2NBW5bVbEcaxv+L8/Rz9TGWo2dnLA4KjqVcCxo6KotTgXcEQAAIGEMBAAASBgDAQAAEsZAAACAhCUTFnT8NJnFq735bTjFppodWp/b57GnSR6L7xULF0WnbI5ud7TIUDMf7ouGcKKVBctMORwLWEUjk5Hpj9sJXzZPmFvueMae6zVaZpbM9ywTILxcK3Ntl+qKXNtK09Zv3grdMfBVPKXmCGa5qG7smPoQYPHrPv7OFw3IdjrM17y+4hUTo4HHuOKhwqmAOwIAACSMgQAAAAljIAAAQMIYCAAAkLBkwoLRinLRIN9ooY/mgNGAqU5WfGJLz1Uxc1EvX+0sug0XnHLPLRokih/T5qmd46+R09mKi9HXKB5iyveMTAncKqBYyf2mvgpe/rX1FdCKB52iYVN3Tq3Silybq/rnrudP6bJQP3+Gjt2v+fHYVfDiU1GXCeFGz7To/jllYoFlAnTN52SZUG602qK/9mIVA8tUQJ1o3BEAACBhDAQAAEgYAwEAABLGQAAAgIQlExaMVunzU4C69cWmI43uTbzSVSzkEg3IdNm4YL6fC2fFqw1Gp06uNDwaLbwUrYYYrxQWm351YipMxvq5Z5tfarRKd2P9NNra4sfTTZkbDcD5ypmtpgMuv3/xacBH0zy5c3R9xa+Xztfti24j/i4Z2279svXTu7uQa31Pd/70B7dZPDTsj1P0dZya2r4j8Jvf/EYf/OAHdeCBB2rmzJk64ogj9JOf/GT491mW6dJLL9XBBx+smTNnatGiRXriiSc6utMAAKAz2hoI/OEPf9Cxxx6radOm6Xvf+55++ctf6rrrrtNLXvKS4T5r1qzRjTfeqPXr12vTpk2aNWuWjjvuOO3cubPjOw8AAMpp66OB1atX69BDD9Xtt98+3LZgwYLhx1mWae3atfrkJz+pE044QZL0pS99SXPnztW3vvUtfeADH+jQbgMAgE5o647Ad77zHR199NF63/vep4MOOkhHHnmkbrvttuHfP/nkk9qyZYsWLVo03DZnzhwdc8wxuv/+++06+/r61Nvb2/APAABMjLbuCPz617/WunXrtHTpUn384x/XQw89pHPPPVfTp0/Xqaeeqi1btkiS5s6d27Dc3Llzh3/XbNWqVbrssnz1r06LBmGi02lWGkItI4+bq0m59Q0Gw0rxkF2er1CXD/S4yofRIFaZYGCrcFalLupWaYp3xQM3ZUKZrl8sEBU9Vn4bxUKKrbbZ/Lh+jeUqoLntxl6hLPxcY8cuWsEy+vq0EyjLV7+MBcXKHAEf2YsGDYsHZKMha9cWrdTnNS7rr0e39lhIs1wgMza9eWfrmnZOW3cEarWa3vjGN+qqq67SkUceqTPOOEOnn3661q9fX3gHVqxYoW3btg3/27x5c+F1AQCA9rQ1EDj44IP1mte8pqHt1a9+tZ5++mlJ0rx58yRJW7dubeizdevW4d816+np0ezZsxv+AQCAidHWQODYY4/VY4891tD2+OOP6+Uvf7mkoeDgvHnztHHjxuHf9/b2atOmTVq4cGEHdhcAAHRSWxmBCy64QG95y1t01VVX6f3vf78efPBB3Xrrrbr11lslSZVKReeff74+/elP61WvepUWLFiglStXav78+TrxxBPHY/8BAEAJbQ0E3vSmN+muu+7SihUrdPnll2vBggVau3atFi9ePNzn4osv1o4dO3TGGWfoueee01vf+lbdc889mjFjRsd3vqxoRb7W1c7GipTEQnuuSlZmp/7N9/NTBMemWI5OYdzpaX5doMzXFxvq3XiMiwfvygX5YtuInlc+ONW5fa5f/9hTGRcP2ZWpyBetWhev0FY8HFqsCmVzOLC+MqYL1MWCfPHKjHldwfXFp/4tE6CLvZeOdkybQ63N+xK/vvMiU3vn9233stEqiuNfDbJT2i4xfPzxx+v4448f9feVSkWXX365Lr/88lI7BgAAxh+TDgEAkDAGAgAAJIyBAAAACUtmGuJoiMSH7MZeXyUXdmmcSrOZCz/FA2b5aYNrmjbm/o21L3HRAFO0otrY+1exPUaW7iQfpSpeFcwFkaLVzZxIKCpaZW2k/9j70blA3RB3XcUDf267sTBePLAVW7Y+KFbNxVtHrzA61CMW2vMB3uLXX3RfosFP35bfhg/Vjb1/9Vd9qwndo++t0Yqg7ri7tmhIs0yVzInGHQEAABLGQAAAgIQxEAAAIGEMBAAASFgyYcHRooHNfBhv7Kl6G6chbgwN+chb8WqD0dBefIplt4XOVuzyMbaxQ4WNj5unIS4Tbise/umyAbVYcCoa1Gxn6tuihvavvgpemXBjLBzqjt2gua7cFqKBrVqpqpHlpiEe6j+izLXmr5ho0DAWDHSvhz/20X7Fj3O0smBkP3xoL7ofMdGQq+vpjvtUwB0BAAASxkAAAICEJfTRwMQYmF5TLRu5TTQY/E61a8t/SDHa+sq0ue8TuwmQ3G3c6LKxiWQabqVNH7mF1j1zmga7Wt3KdmuL3e51tz+rdnIn9114t2zsu8wVc0x9P3c7sfnscGdL3XOdWfdx1cxqw+ve6Y8Govx14LYaO3/cuRxvc9sdW6Wn/nztkhpeT/c3VuyjvlG21uFlo6LLRp9bi/oFXVPze/Z7OwYCHVCpjJy8Rx34X5O4J3uPnT09+rYWSJL6Pjp3kvdmz7dP9oKkH0uSTj7tkcndmb3Ejv5pWv8fb5YkDf759obfRYcBwFSQzEAgGuDyf/O4vxdGLuuBaYxiO64rXy0RxQ3w31DHDWTTJ3sX9lqVrvmStqv+TlfzXSoXvHN396L3UqJ3wfxdwGjoc2pKZiAwngayij567tBtwQ9/+gBN2zVymrnbkIPBW+8uVT1g2ty3GlybX5+7Petu37ltuFus7hsWeS1LnO5T1eKdfy5J+vpXvym9MFpJ59G5fl2tbqGP0c+98fh++baKaes26+u2+9e6X6s3p8GZM3XUyeskSefd+WV173yxbtni5Y/jYgMR/xFZ7Bx1yw6Ytzj38ZW7Nvx2R9bXP6NHM97xfknSC//7m+ru67P9xl5f9PqLfrwWU66ccF702vDLDtT90K1pJ/6Nhq6Oz5neGA8MBDqiot5ZQ6d4164udbcYCLjPhv1/oO5z+Vi/6LJVu6x7c3KfZ8eem9fiTay7opka+otrcOeAtLN+IBAbafv/4Nybk3uzc/3cXxux//Td11Iz2zaQa4tlBMb+lDtTVb/TnKF92VlTdWd9zfzxHwiUWVv8P7xorfhoW17DUc4qqlT3GXq8q6bKrvrXpEyd+cm6e1PmPPCJpoiG66WrokqFu4ETjfuFAAAkjIEAAAAJS+ajAX+LMDYF6GDL23yj3z6LB1ViX0Nzbf62fWya1q7gZ4/Ryoe+MmPxCokj7fUfDbg+sap/TnT60fhn6bH1Oe6jpGmBbfgqj37K3IpqTT9HFc9m+Nvs0SqZxSsauvPWbTcaChu7Ct7YH1+5a9dPxx1ri3711z+32PErV3ExVs11dI3XffQayu9F7Muh0RBguS9jTs0AIXcEAABIGAMBAAASxkAAAICEJZQRiH5WmNfqs7Nq02eD9Z+/uc/v/eftsZnY4p+PR7/PH9uG/0zNfRbscgOuX2yWtKHt1NT8eWy+T0yZoiFONEvgC53EPpMcLTnR+JP7KuJo66g0LV98P6Kf3/vPwp3YZ+tub9wrFr/GY89jtNxFZH1lSl67Ogft5Gya+dcj+rXcvOj53XoGz6yu76DGKigUvW4/qStzbat0Sa5tudbk2q7Vhbk2l4NyyrxPTTTuCAAAkDAGAgAAJIyBAAAACWMgAABAwpIJC/oiL65XtJiOn8+9movLuZBi8XntfRgvVuzHT8LjAkKxCV18UC5aUCiu2lRYxIs9t2iAye9HbJ6CsUJkjcu6ttj6mtt8UaSR/a01ha4ai9/EuOMUPZcr4XMgGoArE/SNFdtq53k0xy+jcxz4gF6skJjjo7Cx94L4uRwrk3aDlubaLtI1ubY1unj48TRlWqZeSdI1ulj9bcbrrtAnQ/1W6OpQv4t0Xa7tBl2Qa4uGJQkLAgCAKYeBAAAACWMgAABAwhgIAACQsGTCgmVm9HIBj8ZKX6NXFnQhpOLRp3YqlrlQXH4rvkZWLFzknomvDhidPa5mf988+6Bbmw/rlKlAGO1X/BjEA0atX99Wz7X5cWPAtczMje4Mis3q6WckjB0nd4xdtUp3/UVnAXRtg6POPlhreE3iswA60Sqeee75Rmf8i57z7vX4jM4LLXutlgW3UsxKfXpc1y+NFhrOiwZVpwLuCAAAkDAGAgAAJIyBAAAACWMgAABAwhIKCzoumOQChPnxUn2Vta6mKm2N23IV71z1vbyq2a6v8xV9HrGwUnTKZl9ZMFZ9zsUUR5uGWE1hwWglQH9c8tt1z8O9RtHApNu/6PoiVQSH2ponFo6HkKqqNawzWt0uGkr11Qad2PkYraYZDfpGg5CtAp6Nx7A5kBl7bX3FTrcn0emF87rCzze2xmjlzL3Vebox13azzgotGz/3JhZ3BAAASBgDAQAAEsZAAACAhDEQAAAgYcmEBX11MicWimtcW31YsDHy5peNBbFcsM1VB3Tjuei0wT6E1P5UzPWt+bW5Sm7R6WZ3b3vskE204qJf1oWfokHD4lX5/NTTxSpHtgp9Nq63MXwZP3adPldiIUC35EDw/HEhzWhlSrfPvvbl0LnRuK36yqOjb9kFS+NTobstRP+2K369uGl44V6zWNXNqYA7AgAAJIyBAAAACWMgAABAwhgIAACQsGTCgn5617z49KHVusf1U7oONkxz6oNJeb4aW6ySW3za4Dw/XfFArs0dFx+mij6PsafvzXK/aT/c5oNYeT7GFqt655eNVS+MTynd+rX0wUNfBa+qrGF/3L7Fw2StppMeMhgMz/lgYJ7fZ7fdaDA3FtqrDwQ2hgObA5ixKZHj13NsfbUSVf/csV+r8wuvLyVn6+Zc2zqdaXpSWRAAAEwxDAQAAEgYAwEAABLGQAAAgIQlFBaMhjRiU7KOVrWtubKgC6y5AJOvgJYPWLmQlJ8W1FXzi20jVi+wXNitdViwUte3uYpbNPiZF68EGK30WLw6oJ+aOLa+5ufhg4z10+Q2hgOro/xuRJlqg3n+HI1O+Z0/Tq5mWzQ060OksZBwY1v9MW2c2tmtz18HedFpof30zHnR6+B6XWh6oqhoCHcq4I4AAAAJYyAAAEDCGAgAAJAwBgIAACQsmbBgNKThK3jlA3WN05HWhwWbYz3FqwP6oKELEOb7RSv8lQlOufBcq2pso69taA/dPlSagljx0FWxKX2leCCxzDaiFe589cfmsODYx6TxcXOlRh+9y4vWZXT7Eq0sGK1eGD0fHReyi0353RhirT8nWwdaW4cPh7hr3FURdMHm6JTf6Kz14SqCxSs/jifuCAAAkDAGAgAAJIyBAAAACWMgAABAwhIKC8aqdUWXrZ9quL6CVJcGG0JGtWB4JzPbGDChoW4TanL9/LSq+XGfm7bUh9PyXCDRha58P1dZsNrwU33fxv6xkJkPbOX5yn3FA3/R6oBlplNu7ue3OWgfVzTYFBAsUwEt2s8FEl3FzuJbcOurhaccdtNsuy00VhHd/dPQ9OMjz9Fd99FprKPVBv37SIxb30W6Jtd2rZYF15i2M7U+1G+DPjLOe1IMdwQAAEgYAwEAABLGQAAAgIQxEAAAIGEJhQWjgagiVbhGD7K5Sl8+dOYq8uW5yFXVLOsrEEanOnbBpBgXuvLVC2PHZff+NE7x6vpEw3h+/ZG2aCCxTNAwOnVp87I+UOgfD61v7PBluelSo5NCO8XDfdHXx597+TYfzG0MCe/uUWkKtPqqoNF9jgVuo+9U0UDrGi0PrhERPhhIZUEAADDFMBAAACBhDAQAAEgYAwEAABKWeFiwzLK+Ct5Q1bb6qUpja/NThUYrpeXbXNCp37zcvsJfLOjkg135tmg8pnk658btjPa73duNBRyj0/yWmSI4GjSMVpDzlQ9bT0PceOTrHxcNC0arc8ZjbJHtuimMo1MOV8JVLWNt9ce9qlrdXjQe03jgNhZc9JMQx5Z1W3bvN5doVa7taq0w60PM1AwGOtwRAAAgYQwEAABIGAMBAAASxkAAAICEJRQWdMGNaGVBN15qDl+Npvj0s9Eqa77qWHTZWDDJhbPccfHPIhrY8iHL5sqC8ZBdXuerCMaW7TLHLzK98FBbpF87YcGa4udvq234GFusX1SZ62Dsiosjbe4cHft6qTSFA+v7u+uq3PTH7nlEl42uL7/0x3Vlru0qfcKsMW0bdJppjQZuJx93BAAASBgDAQAAEsZAAACAhDEQAAAgYYQFc1oFA3cbLfzUOsTlq+8Vr9IXnWrVTWvsnodb1gf+YuHD6DTEjXuVNTxu/jm/L9GQXV6kct9o2/VBrOL9XEVIr3nZVud38+P2Kwsu0ZdybRt0ilk2GiB0Z2S0Fqc7z9yxi4UUXTVNd47WnyvNjxunynYh3GiY0R2X4lNWR7nz8UqCgTnlgoFlKtyOH+4IAACQMAYCAAAkjIEAAAAJYyAAAEDCEgoLRkMaPo7Xen27+xSrHFUNhvZcPz9dcYyvyOf2JS9a0dC1+UCi1xzEcqLbjQesigcSfQXCfJDNV5PM8yG45rYylQXzXDDQ9/vHXNsGfdD0zL/eS/QFs+yHQtv1FTvzb2fRc6BmQ3tjX3+N1S5bB1p9xclYENlfL24q5ui00LH9W6krcm3u/L5MnzLb2PNt0IdNazQYODWrCDql7ghcffXVqlQqOv/884fbdu7cqbPOOksHHnig9t13X5100knaunVr2f0EAADjoPBA4KGHHtKGDRv0p3/6pw3tF1xwgb773e/qG9/4hu69914988wzeu9731t6RwEAQOcVGgg8//zzWrx4sW677Ta95CUvGW7ftm2bPve5z+n666/X2972Nh111FG6/fbb9eMf/1gPPPBAx3YaAAB0RqGBwFlnnaV3vetdWrRoUUP7ww8/rP7+/ob2ww8/XIcddpjuv/9+u66+vj719vY2/AMAABOj7bDgV7/6VT3yyCN66KGHcr/bsmWLpk+frv3337+hfe7cudqyZYtd36pVq3TZZZe1uxsFRIMb0cqCo42hIhXf3Npi1fwyG1RxQTRXCdBx240Gp2L74p6HDytV7O/zQay8aGjPcc/Dh7g6W4EwHiBs3bZEnzN9RvSoJulZSdKFukV94/iFoSX6collv5BrcwFC3+/0XJs7b92r4afFHnva4Pq1RM5Rt43BEtOFu6348ycWzI0GK/2U5HunJfp8rm2D/tb0LDOV9+Rr691g8+bNOu+883THHXdoxowZHdmBFStWaNu2bcP/Nm/e3JH1AgCA1toaCDz88MN69tln9cY3vlHd3d3q7u7WvffeqxtvvFHd3d2aO3eudu3apeeee65hua1bt2revHl2nT09PZo9e3bDPwAAMDHa+mjg7W9/u/71X/+1oe20007T4YcfruXLl+vQQw/VtGnTtHHjRp100kmSpMcee0xPP/20Fi5c2Lm9nmLqb/YM7lPTYMujGrs9NGhu6bmbcu62oVvWfe/ffdTg+rnvWbtxZHTCIn8ERpbN9hnp0TW9W5XBiulVv6T7aCB2nP3t/dgEMfEJdtyYOzrBjltf45mwr/pMnxE9PZl2p2+yWZmyrj3nO8692jfX5m7b92qW6ZefwGfQtNVsP3ddjVzcu3r2Ge5R7e5SZXBkHX7ioNhERL5ftD6AE+sXrX3g1ravXgzuy9imJVTZZipp67Dvt99+et3rXtfQNmvWLB144IHD7R/5yEe0dOlSHXDAAZo9e7bOOeccLVy4UG9+85s7t9dTTP/0kYvl8iv8HH+tRYrGpGNO/7464T+GHh//N2dP7s7sATa2OFd+r5re88fH2V//l6aP/y51zMf1yVzb9D/mHRr7XTIRuzNsn8FMZ20fevziCed26L/CPdO52jUOa80UH+ygjI6Pv2644QZVq1WddNJJ6uvr03HHHafPfvaznd5MAdEQVnS61JF+Xd21UfqgqO5B3gA6aWdVe1Khsz3C9MH+yd6Fvdacbf9HXbVXq18zJ2ybvqpltGJg9P+Sqfm+VsmybErFGHt7ezVnzhxt27ato3mBu2f/36Y1+tTHvs1X7a7pmPOH/kL58W1zVeuvf7Gjc6672/HudmV+7OaexYDpN2Bvica26275+48aiverb6lOH1TfsftLkmb9aJcGd9WvI5aMjiaefVo63899hNCtgVC/LtPPfTMhWsZYTeu7UJ8xfeq2tc8u/X7DfpKk6Wf3aWDHtDH774mu1QWmNfbRgPv4atC2jSzb39Ott+w39G2on/33/9C0vv7wsrtFr7/oGM49D1/iu7hu+1Favu3qAndoZlR26Y65F6ha26V3//YftDPrTCg9YrIGAsf3PjbmfrWryP+hfCLTARVJB9aGXvTuHRUNDtRfjNHPhvMXv/+c0b2J5bnPRjNbi93tX+yN0g9eynwOWrfmgar6ai9Ikmb2Zartqt+n2EAg8tm6NNpXx9zXIFv/hzz6dl0/n/gosr7n1WP6jOjqqkg9fzyGz1dUeWHvm29stnaY1vy57AbEfiAw9iCif6Bb02c8P7T8wEuUDYy8ni5746/TaL/YX5L+P/jODgTcteHO0ecL/DU/UKmoqzYeHzNgLHvfuwEAAAhjIAAAQMIS+migzM0wdytstFvVzbfIYh8DRKe9dbeno9MBRz9/drdJ3Y1tXx0wz0/7mtdcqW2kJbPbatxG7Ja/Py6xz+qjX0eMH/tYm3vuS3R7aF9SskT/kGtz1Qa7gl+3bf1atFf90le6jH6kFZua2OdJHJepiVbJjF1Dq0xGYIWuDu7fUMag/jk253HO0U25ZTZoSa5tiTaYftHphcuEzJ2pmdjljgAAAAljIAAAQMIYCAAAkLCEMgJlZh9s9ZnQWJ8dR6sDxj4r9F/Fi63N5wHc1xbd9+XdzGmxr2HV7Ox+Lv9QX0Z45PdVZQ1fs4rOnFbmM3h3DKIzHEZrFfgvhMVmdGyeAW2JvmTXlrolui3XtkFnmJ7RnE1t1Mf1P/vcTl6Zsr7RdIFTJrPir43imZrr6+o/NF73tVHfEyRpnf7OrC2/zQ36aKhfufoATnR9k487AgAAJIyBAAAACWMgAABAwhgIAACQsITCgtGQhgv3tZo3vt2CQsUnqHDhND/Rj1vW7UlsboBoQM8XRsrvs5uUZbRj2hwair+WsX2JF00pV6E9v43iE5oQDixuiW7NtX3WBM9anRfNj5uDbs38hEAubOrECgq5Ykn+rI2+t+SVuYau1UVj7km+qNhYP0evn+jcH2UChGVChZOPOwIAACSMgQAAAAljIAAAQMIYCAAAkLCEwoIuBBgdB/monP99psaQSJFKhe0t6wNHscBfdIZDH3SKPQ9XvbCrRSizq82gTTzAFFvWBwOjxz4aNCzetkEfbPh5ib5slkNU9Dqo1p1BY717+CBbfgm3Xf9O5fYvLxpn9fsXCxA68Zk+3SyhI9toDGDWGvapeZ+j7z/RIHa5YGDxAPNUwB0BAAASxkAAAICEMRAAACBhDAQAAEhYQmFBJxoicUarLFjR6EHCsdqc2P65SoDxCoTR6Vdjz8Pvcex5jHZUqhpsecSioab4FK/59bkAY3ya1s5WKCMc2Flnan2ubZ3OzLU1Xi+NlQTrz0EXro1WG3SBOtfPXc++mmZUNPgaO7+X6ZrwlneboZ26+4/TBjdfW8374ipEbtCHc21L9AXT7xSz9TLBwD1nymGHOwIAACSMgQAAAAljIAAAQMIYCAAAkLDEw4LRIEi+Ml5jOKR+mQE1xs/cIY6GFKNVCYu3RcNu8SmMi0+dXBm1iljjFK8+3JcXrzYYrWLY6emKy1QW/JuGn5fozuA24WzQ6bk2H+QbaxriWl0/F8x13Dmaf7/JwtduqyqoI2uM9HL9lmu17dlpF+p67dSMtpZZos8H+/1jrm2DTjY9O/t+O1UDhNwRAAAgYQwEAABIGAMBAAASxkAAAICEJRQWHHva27HbolMEO25ZFz4sPjWxD/e5yn2uEmA0rJQXDRXW7L64sOBoQazGVyUa7otOu+yDhmWCgWUqj5WpQIjiioTs6isLZg3ngr/q8+9Bg8HKnv6dKlqBMBo0zLtEV5vWvZWr4Pm1XNsGnWSWjV7L0cq1E4s7AgAAJIyBAAAACWMgAABAwhgIAACQsITCgp0OV41WWbB5OxNRmapMFcEybXnRGn2tQnb1gcCKak0VC13QMFZF0B+X2LSq0emK/Xad4q/lEn0luA0026APmdZ8QNa/tvXVL8d6nfO/8wHZ2LL+WosFDVckFfgrzgUDvVilRi/6DjmxuCMAAEDCGAgAAJAwBgIAACSMgQAAAAlLKCxYJuBRphpUmSmHi68vusduqt5oCMlNORwNP7UX3WysLRgP8hWvDhid1tiLnmvFpz/eoL9u+DkedErLBn3QtEYre7pzpWYfN0+V3RW8TgdbbGOkX36fo+fjKl2SayNAWEa0+ueegzsCAAAkjIEAAAAJYyAAAEDCGAgAAJCwhMKC0dBekemAx6os2NkQYJl99lMT5/fPhecGzBaiVfqiYUZXeW1IY2XBaOU+F9iKT+hbZhpiN+V1mTBR69d8g/6fXI8l+l8ltrm3iE4hHq1C6R/nexev9uleb3eeuem9y4VcEbFE38y1bdCJwaWnZqiQOwIAACSMgQAAAAljIAAAQMIYCAAAkLCEwoLjGdaayGmInWgdweLT4/qwktuT2Db8lKzZGI+zhp6R7frwYfHKgtEKidFlfZsLGharZLZB/3P48YuaoXP09ZbL7Mk26AOmtXgw0BntSq+o1hDKq9lpjd3eucqesWm2q+a5Rc/HNVqWa7tY15ieiImGzAkLAgCAKYaBAAAACWMgAABAwhgIAACQsITCgmW40IebylQqHgYpHiJZos+F+q3XklA/H/iLx+JivVzVv0rDT/Xt9b9zAatoSLHMsr7i28RXEYzzy12nUzVTLw7/vETfKrj+ibFB7zWt7m+YTr+duXOlq+5x4280yvk7Vpur7OkrELrzIlo1MW8ZwcDCfBXBqRkCjOKOAAAACWMgAABAwhgIAACQMAYCAAAkLPGwYHTq31aBnrGCImWqA+aXXaIvBteXd6Y25No+q78LLesCddE2fwSi1RBdZcHR+jTyFQNj++enbi0TCBrvypHt7FtN9ef+Br0712OJvptr26DjTb+729huaz6IVWY6bqfMa1GzjyuqNVX/y4eJ3fmYBUO40WvI9aNiYGe5cO0Gvcf03HMChNwRAAAgYQwEAABIGAMBAAASxkAAAICEJR4WLBNCiofdYutzwcA7S2wj5mNal2u7SWfn2vyzLT4dsD/yfhriqmpN6yh+7H0UNDYNcbziYlSnp6NuVnx6ahcM9P3eVXi75YKGZYKBneo3+jJdJmw6ELwOXEw1qsy7EtLFHQEAABLGQAAAgIQxEAAAIGEMBAAASFhCYcFoCMuNjdqJ4LQOHS3RN9pY38Q7Rzd3dH3XaWmurdYyqFmxrZKvxhaPxcV6RvvFt1wmmBpp63TlwmhAtviU1b4aW/Q4OZ0O9cY1T0Lsz+88/w6Ub60Fpxx267tWF+baLtJ1hfulboNOKLH01Kw2yB0BAAASxkAAAICEMRAAACBhDAQAAEhYQmFBp0wIaax1jqx3if7fdnZoLxWrQFh/nOundG09CfFo4b7iUydXTDjLny1uz1ywq0y9uPFWZt+igdvoslO9Nl6swmWZmKZ/NWJTDvvrKo9gYBlTM/BXBncEAABIGAMBAAASlvhHAx1Sd9ducOY0DfSPNMzUjknYoamlFvy+c71qT93y06eppq4x+/tvn+dvsmbB72NHl63Y/XJt0Y8L3LKDgWXHXn//9JED2jd7hqrd9f3d+qPKfDTgp4CKtbnjVKZfdNmRtv6e6cOPB3tq6s9Gjqk7ov5DpPwxcG3RZcuYod6Orq/QPlT6JnsXksRAoAOq3SOX6fGn/67hdyfq3RO9O3uFHf3TtP4/3ixJ+u2f7zPJe7Pn2zFj5BhetOHLk7gne4/9e5/TXcv/TpJ0xL7bpH0neYdKulsfm+xdaLL3fRY/VTEQCBl75N3fPV3iL/+OGsimt+6EsPrBKjok2zXZe7DX+vdDpJ3/XZEm+RBv0InBnmUqcU4+BgId0PdiRUftXCdJuuQfr9C0/pGz9yLdPlm7NaVdpstM68hFsnPGPup5x5mSpH3+922a3vei7bebS0u7Uq3uln/V3vLPt3WbG76uX+xW/mhtbtmBwLJjb7O2z3R9dvFpQ2s7s09dL+ys6xf95kMZ0Y8BoiWGy9zyd2977X+ssGvfQX303KE+514zXdO2j+znoP04LN82oGm5NndODZp9dt+UKfM9jOg3ai7V5cE1tq8yvU/7X3aR+qZJ+ulU/wbJ3oOBQEdU9DvNkSRVX+xX90D/8G9e1KzJ2qkpzf3nW/821pXVVKkO3c6u7hpQ165+22+3MgOBrlIDAfcfcLRtAgcC3Zlm/fHPqx29maov1H8WuzcPBKJ5jfYHDJWspt5ZQ/vWvauiabuqdb1iAwGfT8mr2PVNzkBgp2YH11hEn2ZOZwAw0fjWAAAACWMgAABAwvhoICf6dahsjMdTMxAytbS6idnu7UF3m9R9XBDbE9/PVUiciNuYbm86eet+IqYrLiP6cUGZqZ7Lab7q40fKvY7uPHNfZ419rODPWyd2XNbq/Fzb+VobWnYq26CTgj3LTMc9NbV1R2DVqlV605vepP32208HHXSQTjzxRD322GMNfXbu3KmzzjpLBx54oPbdd1+ddNJJ2rp1a0d3GgAAdEZbA4F7771XZ511lh544AF9//vfV39/v/7qr/5KO3aMfHXuggsu0He/+1194xvf0L333qtnnnlG733vezu+4wAAoLy2Phq45557Gn7+whe+oIMOOkgPP/yw/uIv/kLbtm3T5z73Od15551629veJkm6/fbb9epXv1oPPPCA3vzmN+fW2dfXp76+kQRzb+/kV7cCACAVpTIC27ZtkyQdcMABkqSHH35Y/f39WrRo0XCfww8/XIcddpjuv/9+OxBYtWqVLrvMfad8IpSZfdAve66+KjKYrbWa6WyaBrVMz//xp2K5Cz+zW761XFAmem6U+aw6so0yn8uXySBEtzsRMxKW6Vdk2UrDo/rfRMsEO37Z2D5HZ+F0bT5L4LIJe5YN+oBpjZbV3nOKApVR+H+sWq2m888/X8cee6xe97rXSZK2bNmi6dOna//992/oO3fuXG3ZssWuZ8WKFdq2bdvwv82bNxfdJQAA0KbCfwydddZZ+sUvfqH77ruv1A709PSop6endUcAANBxhe4InH322br77rv1wx/+UIcccshw+7x587Rr1y4999xzDf23bt2qefPmldpRAADQeW0NBLIs09lnn6277rpLP/jBD7RgwYKG3x911FGaNm2aNm7cONz22GOP6emnn9bChQs7s8cAAKBj2vpo4KyzztKdd96pb3/729pvv/2GP/efM2eOZs6cqTlz5ugjH/mIli5dqgMOOECzZ8/WOeeco4ULF9qg4OTr1Fzq1MYeX81RrGj4KS9aKCgeByoTUIuG9IqeX9FzNFoMpcx5Hq3vHzURRYviInFWH+SL7Ut8WTdfQGwb8QBhvt9ndF6u7Tx9Jtd2i5nq+Cx91u5hERv0wWDPTgVGO7Hs5GtrILBu3dAMe3/5l3/Z0H777bfrQx/6kCTphhtuULVa1UknnaS+vj4dd9xx+uxnO/dCAwCAzmlrIJBlrf9OmjFjhm655RbdcssthXcKAABMDL7wDgBAwhgIAACQsIRmH9z7Ah57m2u0bPhxn2bqBV0oyc3sVnwWPDcjoRMPEHa6iuBEnWuNdfDyovM0FtneWNuILltmu+NxjJsDrXlutsD21l+Mq1ToAn/x68r1yi97k842PfP91uvM4ce7lOnvQ1tsR6fPHyoLAgCAvQgDAQAAEsZAAACAhDEQAAAgYYmHBcv0q9rHN+pk9WjX8M9LdFdwfagPHDU+Hv13u3UFKwtGq7a54FQ8chStytfJAGGZUNx4VzgcbdkylT0nQiTg6KezjU8wHa3wFxOvP1j89fBntzsOsbBuNsrjm3SWpjeso3kbsW160eulzPr2nFDhVLrqAADABGMgAABAwhgIAACQMAYCAAAkLKGwYBmtgiAjj8/VV8T4qpiLtWb48TQNapmelzQUbKoPN7mqaL56Wp5/JWOBoJp5XSsmVFfpePguEj5sJ8gXmda50xX5Oh0M7PT+lVvfMq3RLs0Z/vkmnRNazlUbjIdc3fpi/dw1VCTcN9Lmnkf0NXfXxu79Ges1KHOddTq82+mA8MTifywAABLGQAAAgIQxEAAAIGEMBAAASFhCYcFOVxasjPIYRa3WxcOP+zRTO7X0jz81hoZ8uM+F9lzQKRqIilZ8K1OBMDo1byRg1CokVWlaT6vzN3aMy1UMjD7/2P4t0VdzbRu02PT7R9Pvw6FttKpwuds5uinXtlbnjdp/tG2MLTpVdnTZ6NTEeW6fXYC32kZlwXxIuHl9nQ65djp86BAWBAAAUwwDAQAAEsZAAACAhDEQAAAgYQmFBZ3iIZLG6YVrmqZnO7JHKauvTlb/uKZqQ1W/ajDAEw8/xUJXvrKgEw3LdXJy2XYqthVZ/2j9ooG/qM5WaFuiO4L9Pp9r26Azcm1nav3w4+napn2DAUBJOl+fCfW7Rhfl2qIBQl/hz4X28lP4+mvDhftiFTY9d63VX/djva6dvA6i12Onq1VOzb+9p+ZeAQCACcFAAACAhDEQAAAgYQwEAABIWEJhweiYJxYO2aD3Dj/u03RdqLWSpBt1inq0a8ztLtHXgvuyd7hay3Ntl2h1G2vIVB/kiVYsc8c+M8Gh6LSq5aqCRYN2RYN7rYJJVWk4INY8vWuZKoITEaZyVQS/XmK7MUt067hvw1mma3Ntq801FI+aumm7Y++H7rpyQUNfsdNtwy072uNqy+nH8/pNW6crv0bP22iAcvJxRwAAgIQxEAAAIGEMBAAASBgDAQAAEpZQWHA8Q03tjac26ORc2xJ9pb1d2oO4INEqXWL6+cf5aYjzXPjJBwhj++cDhLGpVl2FtmqpKU4jy7ZzfjeHBZ0yYclohTYXpP1fwW2kxZ+jZaYhzouF8UarXhgL4frr1IfqGiPCo/XIr81tNc+dj10ltpEPQe5Jf2fvOXsKAAA6joEAAAAJYyAAAEDCGAgAAJCwhMKCTvFpiEevzFZt6h8NpewdrjYhwMECVR3rQ0VDoaH6sKAL6LlAUD7o4/bFvRo1s77os4hOGVuuUl/z3rSaarW+smDzOVpmuuLoFK+dru6Wlkt0da5tlVbk2vy5Fzv27hqKvrouNOt6Vkyorv5ar9Vds5kqDc+nOWjow8BlphyOhgrLTFdcJs45frgjAABAwhgIAACQMAYCAAAkjIEAAAAJSygsGA2MFAl6NT9uDg+23sYGfSjXtkRfCO3JOp2Zaxs0EbizdUtofWX4IF+enwY1M4+Ggkj1YSRXAc1t1wUDXRUzF3TyAcJY9cLMtrnglK9f6LbcWquQ2FjnqBOt0BYNvrqphKkiGHWVPp5rc+ejr3SZP6f8NRm7dqPvmvFqiL5qaHNYMKbMdN9lqhKWCQhPPu4IAACQMAYCAAAkjIEAAAAJYyAAAEDCEgoLlgmRtFrfWEGs4tvdoI+afvmxmwsGupDNjTo31zZgTgEXsnPBJLddt2w0SNQ41XC14XFj2C4asnPTBrtesfChn4bYPV83JWssiBWf9rS5n5sGtWuUx2P12y0aDIxGx6ZmSGpPET0f/bJu2mDfs1k80Jpv80Hasa+NscKCscqCZabKLjOtcTSMTmVBAAAwxTAQAAAgYQwEAABIGAMBAAASlnhY0CkyhepY0xB3dkrW6DSjLiDkwn1++tBYKC4aCnOV9pz6oGHjNMQVtZqG2IVwumyAzi0ZO35uG/HqaU50imr3PJqXjYaadvdtFb6MBgj37IpqU9Gn9clcW6tKnCMt8cmym8Un0o2e8+1fL40VRatjVhT1lT7LTKkd7VemAiFhQQAAMMUwEAAAIGEMBAAASBgDAQAAEpZQWLDTY57RAoGRyoJuX2JhvOjUo040aOiqA7oQktuui8IMhk8zf9wyVRuetwsERac6dsv6YKXbu2hFNXf83PTHsWmNY1XLWlX4a7f6ZZnqaW7K4a+ZfnA+qU/n2q7QylxbLVhR1PHVNPN8+C7f0+2L25NBW2Gzv249jeusf49pvjbcNRV/v41eZ06Z0OzUxB0BAAASxkAAAICEMRAAACBhDAQAAEhY4mHBaJWnVgGU5rBg88+d2Mbo/XzYzQXWYuHD+JSnZSoQ5jVXD6wMP258pfxUxy60F5sO2MfdotXT3LF3VduiVdCKTlsdrQQ4tOXWlQWjVdFif0ts0N+EtrFEd4TWl5qVuiLX9ildlmuLvqP5V82FAGPvm+5c7gruzWiVBcfqN9q+ubCtD/lG32+jpmbFwCjuCAAAkDAGAgAAJCyhjwYmxq5p05taoreg3K3dfJubOCja5r7r626zu7bod5ajNQic+vX1T+vW8JHsnqZsYKDl0vkW1+Y+Loj2i9UHiNZc8PUfYt/bzlc6GPv2Z9Y9TdILQz/0SBqs7x+rj1Du9mds2enaWWIbE6tnRt/w48r0Pml63xi9O6/fnnsxvl5FdCKi6MdwsfXVf4TQP33PvsW+p2Ig0AH1//mvOO1Tk7gne499atJZvUOPKyd8VK2GARhbV0+vXqULJUmzbn+hg2uOvnHHZoL8B/1t8V2ZYNsHpZXP7CNJmvX3F2vWBG9//QRvD3uvhAYC4x/aAwCUd8j/6VbXrrGnIXYhwJoNLZapNhgN77YT1p16EhoIjJ99X9yhVbf/vaSKpvf3q/GEcidIrMSwux0/YF4ydys63s99hBD9FoLr555vNI3ctK6emZo2MKDK4ICUjX0r231M0W3+Co2miqtm2W5zX8Ktr8ss22WXdW9a+X4+9dy8rPuLu74t045vzVKltkuVPgX+kI9sc2jvYm2xbxyco8+NvVtTSqbKvtu1q69H2a4edeqPg0+YEsP+Yym3R7H/4KK3/N2559q6zLnhS4Hn29x12rOrZr+5g/HBQKADKpL2e3GHytVsdwOB2Fdy3MXv/oOK9is3EIh99hgZCGhge/gNyx37inmDcW9E/s3OLRv7T9otWw0OBFw/t8/tDwQk/WFobcUV/WpjfH27NKOdHZp8fTM7vsppwWttag0E8qIzqnTba5JBwETiWwMAACSMgQAAAAlL6KOBzt7CLDe9cHSa3+jt+FiYMVptsEwFQsff1owdU/cVJNfPf8QR24YfDbvj56Zazd+Sjx4/H3bK9/MV2pq3ER3Tu48QJqLyWuwc3aBTc21L9MUS253aLteluTZ/neZFr13X5q+MWCVOlwco8wVUd51GPhpwy7lgoHv/8bmbaOCvTJXaqYk7AgAAJIyBAAAACWMgAABAwhLPCET7RQsKRbcRLcMb/ay++Nf93PriMxIW3270c+no55vRUr9e7NNM/wli8a9cRbcbOyOLzwzoPweNfjbqlJkDL62/TaLXczy3U0bsOg199XcU7jrw7yMuy9OYb3F5gPhsiS434PIz7r/IWJXMPelc3nP2FAAAdBwDAQAAEsZAAACAhDEQAAAgYQmFBTs95ileZMgH7/J8oaC8aOEc18+3FS885GdbiAUN4/JBNnesXC1/HyaK1Tr3xzlWrMTP1+6Oc7RYS+O+VOzzcqGmMsWxosrMSeCKDJ2ea1ui29req6mozLweZYKBPqrrrufYDH9uWR9OdtvNcxN3NR8rH8qNFg+KhmHdNRR7D/HPLBo0nFjcEQAAIGEMBAAASBgDAQAAEsZAAACAhCUeFozOulYmYBUL2bmZ7XzYpniFv+i+xANM0fVFZxr0NQPzSxafyc8Hh9zeucCfq4pWJvjpthF7fZtnZfSztZUJNfnYZ2wbTmcDhOu1JNc2aN7O/Lmcv9Zc24BpW641Zv/y/l6fyrXFZxiNnVPRQLBbnz+X3RZchc18m3//cmIVMN1MiM3VAN3MpK7NB4Tz+9sdDgZGY5ruenH1SSffuN0RuOWWW/SKV7xCM2bM0DHHHKMHH3xwvDYFAAAKGpeBwNe+9jUtXbpUn/rUp/TII4/o9a9/vY477jg9++yz47E5AABQ0LgMBK6//nqdfvrpOu200/Sa17xG69ev1z777KPPf/7z47E5AABQUMcHArt27dLDDz+sRYsWjWykWtWiRYt0//335/r39fWpt7e34R8AAJgYHQ8L/vd//7cGBwc1d+7chva5c+fq3//933P9V61apcsuu6zTu5FzfO+/jvs2AOzdPhjuefc47gXQWZP+9cEVK1Zo27Ztw/82b9482bsEAEAyOn5H4KUvfam6urq0devWhvatW7dq3rx5uf49PT3q6enp9G4AAICAjt8RmD59uo466iht3LhxuK1Wq2njxo1auHBhpzcHAABKGJeCQkuXLtWpp56qo48+Wn/2Z3+mtWvXaseOHTrttNPGY3MAAKCgcRkI/PVf/7X+67/+S5deeqm2bNmiN7zhDbrnnntyAUIAADC5KlmWlZnWuuN6e3s1Z84cbdu2TbNnz57s3QEAYI9R5P/QSf/WAAAAmDwMBAAASBgDAQAAEsZAAACAhDEQAAAgYQwEAABIGAMBAAASxkAAAICEMRAAACBhDAQAAEgYAwEAABLGQAAAgIQxEAAAIGHjMg1xGbsnQ+zt7Z3kPQEAYM+y+//OdiYWnnIDge3bt0uSDj300EneEwAA9kzbt2/XnDlzQn0rWTvDhglQq9X0zDPPaL/99lOlUpns3em43t5eHXroodq8eXN4rmiMH16PqYPXYmrh9Zg62nktsizT9u3bNX/+fFWrsU//p9wdgWq1qkMOOWSyd2PczZ49m4trCuH1mDp4LaYWXo+pI/paRO8E7EZYEACAhDEQAAAgYQwEJlhPT48+9alPqaenZ7J3BeL1mEp4LaYWXo+pY7xfiykXFgQAABOHOwIAACSMgQAAAAljIAAAQMIYCAAAkDAGAgAAJIyBwDj5zW9+ow9+8IM68MADNXPmTB1xxBH6yU9+Mvz7LMt06aWX6uCDD9bMmTO1aNEiPfHEE5O4x3uvwcFBrVy5UgsWLNDMmTP1yle+UldccUXDpBy8HuPnRz/6kd797ndr/vz5qlQq+ta3vtXw+8ix//3vf6/Fixdr9uzZ2n///fWRj3xEzz///AQ+i73DWK9Ff3+/li9friOOOEKzZs3S/Pnz9bd/+7d65plnGtbBa9E5ra6NemeeeaYqlYrWrl3b0N6J14OBwDj4wx/+oGOPPVbTpk3T9773Pf3yl7/Uddddp5e85CXDfdasWaMbb7xR69ev16ZNmzRr1iwdd9xx2rlz5yTu+d5p9erVWrdunW6++Wb96le/0urVq7VmzRrddNNNw314PcbPjh079PrXv1633HKL/X3k2C9evFj/9m//pu9///u6++679aMf/UhnnHHGRD2FvcZYr8ULL7ygRx55RCtXrtQjjzyib37zm3rsscf0nve8p6Efr0XntLo2drvrrrv0wAMPaP78+bnfdeT1yNBxy5cvz9761reO+vtarZbNmzcvu+aaa4bbnnvuuaynpyf7yle+MhG7mJR3vetd2Yc//OGGtve+973Z4sWLsyzj9ZhIkrK77rpr+OfIsf/lL3+ZScoeeuih4T7f+973skqlkv3mN7+ZsH3f2zS/Fs6DDz6YScqeeuqpLMt4LcbTaK/Hf/7nf2Yve9nLsl/84hfZy1/+8uyGG24Y/l2nXg/uCIyD73znOzr66KP1vve9TwcddJCOPPJI3XbbbcO/f/LJJ7VlyxYtWrRouG3OnDk65phjdP/990/GLu/V3vKWt2jjxo16/PHHJUk/+9nPdN999+md73ynJF6PyRQ59vfff7/2339/HX300cN9Fi1apGq1qk2bNk34Pqdk27ZtqlQq2n///SXxWky0Wq2mU045RcuWLdNrX/va3O879XpMudkH9wa//vWvtW7dOi1dulQf//jH9dBDD+ncc8/V9OnTdeqpp2rLli2SpLlz5zYsN3fu3OHfoXMuueQS9fb26vDDD1dXV5cGBwd15ZVXavHixZLE6zGJIsd+y5YtOuiggxp+393drQMOOIDXZxzt3LlTy5cv18knnzw84x2vxcRavXq1uru7de6559rfd+r1YCAwDmq1mo4++mhdddVVkqQjjzxSv/jFL7R+/Xqdeuqpk7x36fn617+uO+64Q3feeade+9rX6qc//anOP/98zZ8/n9cDMPr7+/X+979fWZZp3bp1k707SXr44Yf1mc98Ro888ogqlcq4bouPBsbBwQcfrNe85jUNba9+9av19NNPS5LmzZsnSdq6dWtDn61btw7/Dp2zbNkyXXLJJfrABz6gI444QqeccoouuOACrVq1ShKvx2SKHPt58+bp2Wefbfj9wMCAfv/73/P6jIPdg4CnnnpK3//+94fvBki8FhPpX/7lX/Tss8/qsMMOU3d3t7q7u/XUU0/pwgsv1Cte8QpJnXs9GAiMg2OPPVaPPfZYQ9vjjz+ul7/85ZKkBQsWaN68edq4cePw73t7e7Vp0yYtXLhwQvc1BS+88IKq1cZTvaurS7VaTRKvx2SKHPuFCxfqueee08MPPzzc5wc/+IFqtZqOOeaYCd/nvdnuQcATTzyhf/7nf9aBBx7Y8Htei4lzyimn6Oc//7l++tOfDv+bP3++li1bpn/6p3+S1MHXo0TIEaN48MEHs+7u7uzKK6/MnnjiieyOO+7I9tlnn+zLX/7ycJ+rr74623///bNvf/vb2c9//vPshBNOyBYsWJC9+OKLk7jne6dTTz01e9nLXpbdfffd2ZNPPpl985vfzF760pdmF1988XAfXo/xs3379uzRRx/NHn300UxSdv3112ePPvrocBI9cuzf8Y53ZEceeWS2adOm7L777ste9apXZSeffPJkPaU91livxa5du7L3vOc92SGHHJL99Kc/zX77298O/+vr6xteB69F57S6Npo1f2sgyzrzejAQGCff/e53s9e97nVZT09Pdvjhh2e33nprw+9rtVq2cuXKbO7cuVlPT0/29re/PXvssccmaW/3br29vdl5552XHXbYYdmMGTOyP/mTP8k+8YlPNLy58XqMnx/+8IeZpNy/U089Ncuy2LH/3e9+l5188snZvvvum82ePTs77bTTsu3bt0/Cs9mzjfVaPPnkk/Z3krIf/vCHw+vgteicVtdGMzcQ6MTrUcmyuvJqAAAgKWQEAABIGAMBAAASxkAAAICEMRAAACBhDAQAAEgYAwEAABLGQAAAgIQxEAAAIGEMBAAASBgDAQAAEsZAAACAhP3/46vyilYR2RQAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "there are a total of 7225 pixels on the map.  There should be 4624\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "nReps, nVoters, rLean = [0.]*nDistricts, [0.]*nDistricts, [0.]*nDistricts\n",
    "nSquares = 0\n",
    "for polly in dPoly:\n",
    "    plotPoly(polly)\n",
    "for p in range(4*nPixels):\n",
    "    if pixelX4[p] >= leftX and pixelX4[p] < leftX + WIDTH:\n",
    "        if pixelY4[p] >= bottomY and pixelY4[p] < bottomY + WIDTH:\n",
    "            nSquares +=1\n",
    "            redd = min(max( redMin,redMin + redSlope*(pixelGOP4[p]-red1) ),redMax ) \n",
    "            bluu = min(max( blueMin, blueMin + blueSlope*(blue1-pixelGOP4[p]) ),blueMax) \n",
    "            gren = min(greenMax,max(greenInt,greenInt + greenSlope*(1-abs(pixelGOP4[p]-greenCtr) )))\n",
    "            fillPlotColor(pixelPoly4[p],[redd,gren, bluu])\n",
    "            for d, polly in enumerate(dPoly):\n",
    "                if polly.contains(pixelPoly4[p]): #(Point(pixelX4[p], pixelY4[p]) ) :\n",
    "                    nReps[d] += pixelGOP4[p]\n",
    "                    nVoters[d] += 1.\n",
    "plt.show()\n",
    "print(\"there are a total of\",nSquares,\"pixels on the map.  There should be\",nDistricts*289)\n",
    "rLean = [nReps[d] / nVoters[d] for d in range(nDistricts)]\n",
    "plt.scatter([d for d in range(nDistricts)], rLean)\n",
    "plt.show()\n",
    "plt.scatter([d for d in range(nDistricts)],nVoters)\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "8fe4ed31-828a-4931-9988-b2cdbcbfbf87",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "the map GOP is 0.4921460812151818\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "mapGOP = 0.\n",
    "for d in range(nDistricts):\n",
    "    redd = min(max( redMin,redMin + redSlope*(rLean[d]-red1) ),redMax ) \n",
    "    bluu = min(max( blueMin, blueMin + blueSlope*(blue1-rLean[d]) ),blueMax) \n",
    "    gren = min(greenMax,max(greenInt,greenInt + greenSlope*(1-abs(rLean[d]-greenCtr) )))\n",
    "    mapGOP += rLean[d]/nDistricts\n",
    "    plotPoly(dPoly[d])\n",
    "    plotCenter(r3(rLean[d]),dPoly[d])\n",
    "    #if rLean[d] < 0.5:\n",
    "    #    fillPlotColor(dPoly[d],[redd,gren, bluu])\n",
    "    #    plotPoly(dPoly[d])\n",
    "plotPoly(mapPoly)\n",
    "print(\"the map GOP is\",mapGOP)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "fdb69e03-141f-4bc1-bda3-98af2b2d4a1f",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "1fb41efd-43b8-4fc5-a2e0-bd8a8e8119f0",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "now, create a second set of districts\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "print(\"now, create a second set of districts\")\n",
    "xOff = leftX+11\n",
    "yOff = bottomY+11\n",
    "dLength = 17\n",
    "dPoly = list()\n",
    "for i in range(4):\n",
    "    for j in range(4):\n",
    "        pt0 = Point(xOff+dLength*i,yOff+dLength*j)\n",
    "        pt1 = translate(pt0,xoff=dLength,yoff=0)\n",
    "        pt2 = translate(pt0,xoff=dLength,yoff=dLength)\n",
    "        pt3 = translate(pt0,xoff=0,yoff=dLength)\n",
    "        newPoly = Polygon([pt0,pt1,pt2,pt3])\n",
    "        dPoly.append(newPoly )\n",
    "        plotPoly(newPoly)\n",
    "plotPoly(mapPoly)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "raw",
   "id": "8fb95d8e-8b9a-4bc2-9c53-f772b7f5d18a",
   "metadata": {},
   "source": [
    "pt0 = Point(53,0)\n",
    "pt1 = Point(80,0)\n",
    "pt2 = Point(80,3)\n",
    "pt3 = Point(79,3)\n",
    "pt4 = Point(79,11)\n",
    "pt5 = Point(53,11)\n",
    "\n",
    "pt0 = Point(53,0)\n",
    "pt1 = Point(106,0)\n",
    "pt2 = Point(106,6)\n",
    "pt3 = Point(105,6)\n",
    "pt4 = Point(105,11)\n",
    "pt5 = Point(53,11)\n",
    "\n",
    "pt0 = Point(53,0)\n",
    "pt1 = Point(132,0)\n",
    "pt2 = Point(132,9)\n",
    "pt3 = Point(131,9)\n",
    "pt4 = Point(131,11)\n",
    "pt5 = Point(53,11)\n",
    "\n",
    "pt0 = Point(130,0)\n",
    "pt1 = Point(138,0)\n",
    "pt2 = Point(138,47)\n",
    "pt3 = Point(137,47)\n",
    "pt4 = Point(137,48)\n",
    "pt5 = Point(130,48)\n",
    "\n",
    "pt0 = Point(121,0)\n",
    "pt1 = Point(138,0)\n",
    "pt2 = Point(138,85)\n",
    "pt3 = Point(121,85)\n",
    "\n",
    "pt0 = Point(72,0)\n",
    "pt1 = Point(121,0)\n",
    "pt2 = Point(121,85)\n",
    "pt3 = Point(73,85)\n",
    "pt4 = Point(73,80)\n",
    "pt5 = Point(72,80)\n",
    "\n",
    "pt0 = Point(53,63)\n",
    "pt1 = Point(58,63)\n",
    "pt2 = Point(58,64)\n",
    "pt3 = Point(73,64)\n",
    "pt4 = Point(73,85)\n",
    "pt5 = Point(53,85)\n",
    "\n",
    "pt0 = Point(53,38)\n",
    "pt1 = Point(56,38)\n",
    "pt2 = Point(56,37)\n",
    "pt3 = Point(65,37)\n",
    "pt4 = Point(65,85)\n",
    "pt5 = Point(53,85)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "dfd6d8cb-97f7-47e0-aa17-274877996237",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "new poly has area 289.0\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pt0 = Point(53,38)\n",
    "pt1 = Point(56,38)\n",
    "pt2 = Point(56,37)\n",
    "pt3 = Point(65,37)\n",
    "pt4 = Point(65,85)\n",
    "pt5 = Point(53,85)  #again, sequentially copy-paste each of above sets, and use correct of 3 choices below\n",
    "\n",
    "#newPoly = Polygon([pt0, pt1, pt2, pt3]).intersection(mapPoly)\n",
    "newPoly = Polygon([pt0, pt1, pt2, pt3,pt4, pt5]).intersection(mapPoly)\n",
    "plt.show()\n",
    "for polly in dPoly:\n",
    "    if newPoly.intersects(polly):\n",
    "        newPoly = newPoly.difference(polly)\n",
    "    plotPoly(polly)\n",
    "plotPoly(newPoly)\n",
    "plotPoly(mapPoly)\n",
    "print(\"new poly has area\",newPoly.area)\n",
    "plt.show()\n",
    "if newPoly.area == 289:\n",
    "    dPoly.append(newPoly)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "4d4e4a24-a871-46a2-bc68-264f2a276343",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "we have 25 districts in our map.  Saving second set of districts as map2_Polys\n"
     ]
    }
   ],
   "source": [
    "lastPoly = mapPoly\n",
    "for d in dPoly:\n",
    "    lastPoly = lastPoly.difference(d)\n",
    "#plotPoly(mapPoly)\n",
    "#plotPoly(lastPoly)\n",
    "#plt.show()\n",
    "dPoly.append(lastPoly)\n",
    "map2_Polys = dPoly.copy()\n",
    "nDistricts = len(dPoly)\n",
    "print(\"we have\",nDistricts,\"districts in our map.  Saving second set of districts as map2_Polys\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "id": "542fd5fd-a2fc-4ad1-a5c0-d720775b3eea",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "mapPlist = list()  #these are the pixel numbers in our final map.  Using this to save district assignments, blue/red\n",
    "mapX, mapY, mapGOP, plan1D, plan2D = list(), list(), list(), list(), list()\n",
    "# list of each relevant pixel's original x position, Y position, GOP lean, and map plans 1 & 2 district assignments\n",
    "for p in range(nPixels*4):  \n",
    "    if pixelX4[p] >= leftX and pixelX4[p] < leftX + WIDTH:\n",
    "        if pixelY4[p] >= bottomY and pixelY4[p] < bottomY + WIDTH:\n",
    "            mapPlist.append(p)\n",
    "            mapX.append(pixelX4[p])\n",
    "            mapY.append(pixelY4[p])\n",
    "            mapGOP.append(pixelGOP4[p])\n",
    "            for d, polly in enumerate(map1_Polys):\n",
    "                if polly.contains(Point(pixelX4[p], pixelY4[p]) ) :\n",
    "                    plan1D.append(d)\n",
    "                    break\n",
    "            for d, polly in enumerate(map2_Polys):\n",
    "                if polly.contains(Point(pixelX4[p], pixelY4[p]) ) :\n",
    "                    plan2D.append(d)\n",
    "                    break"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 192,
   "id": "83a8dc3f-c557-4e3e-a690-cdfa6e70ba52",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "saving these 'square-map' district assignments to a file\n"
     ]
    }
   ],
   "source": [
    "print(\"saving these 'square-map' district assignments to a file\")\n",
    "df = pd.DataFrame( {\"pixelNo\": mapPlist,\"pixelX\":mapX, \"pixelY\":mapY, \"pixelGOP\":mapGOP, \"plan1D\":plan1D, \"plan2D\":plan2D} )\n",
    "outname = \"squareMapPixelData.csv\"\n",
    "outpath = \"../toy_HD_output/\"+outname\n",
    "df.to_csv(outpath)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 195,
   "id": "5cd47173-e267-4f3a-a1ed-5b0f941e597e",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "id": "2d2f64df-3c75-4e54-bd46-592eeb336e88",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "here are the stats for map1\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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00UckJCRwzTXX0LNnz7ptABERF3Ln2Kvy9Xj66aedTsM2JA0v2rjRyJEjOX78ONOnTyc9PZ3evXuzfv16xz9xWlqa09eLnjp1inHjxpGenk6TJk2IiYlh69atTqcCbr31VhYtWsTs2bOZOHEinTp14v3332fgQPNafD8/Pz777DPHN6NFR0dz++238+STT9btxouI1AOuGntVKjs7m5tvvpmuXbvy1FNP1dl21CUFARd7+OGHefjhhyuct2nTJqfHL774Ii+++OJF1/m73/3O8TXO5UVHR1eaYkVEPJm7x16dPn2aoUOH0qhRIz744AN8fX1rsDX1l04NiIhIveTOsVfZ2dkMHjwYPz8/PvroowovQWwo1CMgIiL1Vm38QNTkyZMZOXIk11xzDddddx3r16/n448/dvTaloaAvLw8Vq5cSXZ2NtnZ2QA0b94cb2/vum2EWqYgILXKbreTd/qU4/GZnHP3y13aKyJyHneMvUpOTmbHjh0AdOzY0ak+P/74I+3atavlra5b+tEhqTV2u53PbupH9E+5Fc7vd3QDOdmt67hWUlv0o0MNm350yLXq048OaYyA1Jq806cqDQH/aw1njIZ7zk1ExFPo1IDUiWvTPyY3vwk2G9j8znDmSADFp/UTxCIi7qYgIHUiN78JeQUlO/5899ZFRETOURAQkUtg0DzoOPjlc6YoEAMbwcEn3V0pEbkECgIiUm3Ng44zZN5A9gT4u7sqIlJDGiwoItXnl19pCOhj+BEY0LSOKyQil0o9AiJSbWeKAh33N938PoFB53b8gQFNsXnpGEPEUygIiEi1GZz7NqjAoKb6zgARD6YgICIi5zHsds7knXY8PpN7Gn0dW8OkICAiIk4Mu52U2VfTueg7xzSFgIZLJ/JERMTJmbzTTiGgrO99uxIY1KiOayS1ST0CIiJSqV8e+pbA4HM7/s5BjTQYtIFREBARkUoFBjfSDww1cAoCLmK327GfOnXxghZSXObnh4MCLuVb5wzO+vgA+r1i1zDwpQhXtKfTtwjm/gL2evUjpnXGMAzO2r0a3G9qF+WeGyR4+vQZiux1u6toFBLo9NPCUrsUBFzAbrez/6p+2HMr/qU9gbZzb6XAr2F9WEqJ12Khfv2aeZ2xAb7urkQtKHv8P+il/3CGuv2l0La2LDY+c5fCQB1RK7uA/dQphYAL+F9rKGiIn5ZCn/x8Ai0aAqzgS/sVnKHuv0Y61QjjdM6ZOn9eq1KPgIu1X/sxPk2auLsa9YZhGLT2hRuq2XVakJ3Ni2+8AcDil8aTXahzlDURFpTJTxN6AXD5gl1k5bmiPQ3SDYMWFj11E+Z/ij8MngTAuHmv4BvScN73hmFwKu8s0T6B7PHzxlZHpz6yc3L5fy9/WSfPJecoCLiYT5Mm+ISHu7sa9cqldAb42L3xMcx/z8LcUAoVBGqk0LATVHLknpvblNw81+y0rNwPVmT34qzhDYBvSBN8QxvW+z5CbznL0KkBERERC1MQEBERsTAFAREREQtTEBAREbEwBQERERELUxAQERGxMAUBERERC1MQEBERsTAFAREREQtTEBAREbEwBQERERELUxAQERGxMAUBERERC1MQEBERsTAFAREREQtTEBAREbEwBQERERELUxAQERGxMAUBERERC1MQEBERsTAFAREREQtTEBAREbEwBQERERELUxAQERGxMAUBERERC1MQEBERsTAFAREREQtTEBAREbEwBQERERELUxDwQAsWLKBdu3YEBAQQGxvLzp07Ky27fPlybDab0y0gIMAxv6ioiClTptCjRw+Cg4Np2bIlCQkJHDlyxGk9+/btY/jw4TRr1ozQ0FAGDhzIxo0ba20b69YCoB0QAMQClbens3cBGzCignnfA8OAMCAYuApIKzP/AaADEAg0B4YD/6t2zeuv6rTpaqAv0BizrXoDfytXJgO4F2gJBAFDgf1l5p8E/gB0wmzTNsBEIKsG21B/uPI9D2AYBtOnTycqKorAwEDi4+PZv/9ce/7000+MHTuW9u3bExgYSIcOHZgxYwaFhYW1to3l/ZJfxPEzBQ32diLvXFsahlFn7VoRH7c+u1TbqlWrSExMZNGiRcTGxjJ//nyGDBlCSkoKLVq0qHCZ0NBQUlJSHI9tNpvjfl5eHsnJyUybNo1evXpx6tQpJk2axLBhw/jqq68c5X79619z+eWX8/nnnxMYGMj8+fP59a9/zcGDB4mMjKy9Da51q4BEYBHmDms+MARIASpuT9NPwJ+A/1fBvIPAQGAsMBMIBb7F3CmWigFGYe6wTgJPAYOBHwHvS9uUeqO6bdoUeALoDPgBa4H7SsoOAQzMsOULrMFsz3lAPPAdZng4UnJ7AegKpAIPlkz7h6s3sE65+j0P8Pzzz/Pyyy+zYsUK2rdvz7Rp0xgyZAjfffcdAQEB/O9//8Nut7N48WI6duzIN998w7hx48jNzeWFF16otW0tu0P81bz/1Nrz1De/FJ0l2N/Xbc+vIOBh5s2bx7hx47jvvvsAWLRoEevWrWPp0qU8/vjjFS5js9kq3VmHhYWxYcMGp2mvvvoq/fr1Iy0tjTZt2nDixAn279/PG2+8Qc+ePQF47rnneO211/jmm288PAjMA8Zh7njA3HmtA5YCFbcnFGPuxGcCXwCZ5eY/AdwEPF9mWodyZcaXud8O+AvQCzNglC/raarbpoPKPZ4ErAC2YAaB/cB24BugW0mZhUAk8A5wP9AdeL/MOjoAzwD3AGfx5I86V7/nDcNg/vz5PPnkkwwfPhyAN998k4iICD788EPuuusuhg4dytChQx3LXHbZZaSkpLBw4cJaDQJ427A39sMrs+56HtzN3tiPAF/3hn/PfXdYUGFhIbt27WLq1KmOaV5eXsTHx7Nt27ZKl8vJyaFt27bY7XauvPJKnn32Wbp161Zp+aysLGw2G40bNwYgPDycTp068eabb3LllVfi7+/P4sWLadGiBTExMS7bvrpXCOwCppaZ5oV5pFl5e8IszKPVsZhBoCw75k7vMcyd2G6gfclzjKhkfbnAspJy0dXZgHroUtu0lAF8jtl7MKdkWkHJ37I9Kl6AP2ZYuL+SdWVh9h547sdcbbznf/zxR9LT04mPj3eUDwsLIzY2lm3btnHXXXdVuM6srCyaNm3qoi2rmM1mo7BfMyg2yBrdgYLcgIsv5KFsAXaav/09eNsI9lYQkCo6ceIExcXFREREOE2PiIjgf/+r+Pxyp06dWLp0KT179iQrK4sXXniBAQMG8O2339K6devzyufn5zNlyhTuvvtuQkNDAfPN+dlnnzFixAgaNWqEl5cXLVq0YP369TRp0sT1G1pnTmAe3UeUmx5B5efrtwBvAHsqmX8MyAGewzzKnwOsB24DNgLXlin7GmZgyMU8t70Bs2vck11Km4K5026FudP3xmybG0rmdcY8hTIVWIx5KuBF4BBw9AL1eBrnnhfPUxvv+fT0dMc6yq+zdF55Bw4c4JVXXqnd3oBSNhv42LDn+GLk+tf+87mJcbYYfEqG6dkuXLa2KQg0cHFxccTFxTkeDxgwgC5durB48WKefvppp7JFRUXceeedGIbBwoULHdMNw2DChAm0aNGCL774gsDAQP7v//6PW265hS+//JKoqKg62x73Og2MBpYAzSopYy/5Oxx4tOR+b2ArZhd52SAwCnNndxTz3PadwH9wPvK1ikaY4SoHSMIcY3AZ5mkDX8wBhWMxxxN4Y/Yw3IjZg1BeNnAz5liBp2q11vVRdd7zVXH48GGGDh3KHXfcwbhx41xZVaknFAQ8SLNmzfD29iYjI8NpekZGRpXP0/v6+tKnTx8OHDjgNL00BKSmpvL55587egMAPv/8c9auXcupU6cc01977TU2bNjAihUrKj1PWf81w9ypZJSbnoF5/rm8g5jn8G8pM610x++D2Z0dXXK/a7llu2D2JpQVVnK7HOgPNAE+AO6uxjbUN9Vt01JeQMeS+70xr7qYzbnxAzGYQSEL8/RDc8yBiH3Lrec05hUFjTDb0n0DsFyhNt7zpctlZGQ4hfiMjAx69+7ttOyRI0e47rrrGDBgAK+//noNtkTqM10+6EH8/PyIiYkhKSnJMc1ut5OUlOR0BHAhxcXF7N271+kDoDQE7N+/n88++4zw8HCnZfLy8gDz3GRZXl5e2O12PJcf5g4mqcw0e8njitqzM7AXc4dUehsGXFdyP7pknVdhhoKy9gFtL1AXo+RWcIEynqC6bVoZOxW3RRhmCNgPfIXZ81IqG/PKCz/gIxpCz0ptvOfbt29PZGSk0zqzs7PZsWOH0zoPHz7MoEGDiImJYdmyZee9/6XhUI+Ah0lMTGTMmDH07duXfv36MX/+fHJzcx0jihMSEmjVqhWzZ88GYNasWfTv35+OHTuSmZnJ3LlzSU1N5f77zQFWRUVF/OY3vyE5OZm1a9dSXFzsOE/YtGlT/Pz8iIuLo0mTJowZM4bp06cTGBjIkiVL+PHHH7n55pvd0xAukwiMwTyy7Id5qVsu50a8J2Ceu56NuWPpXm75xiV/y06fDIwErsEMCeuBj4FNJfN/wLzEbjDmTu0Q5piCQMyrDTxdddqUkr99MUf6FwCfYH6PwLnTU/AeZlu1wQxjkzAHXw4umV8aAvKAlSWPs0vmNceTL8l09XveZrPxyCOP8Je//IXLL7/ccflgy5YtGTFiBHAuBLRt25YXXniB48ePO+rj2VcJSUUUBDzMyJEjOX78ONOnTyc9PZ3evXuzfv16x8CftLQ0p+R+6tQpxo0bR3p6Ok2aNCEmJoatW7fStavZdX348GE++ugjgPO6BTdu3MigQYNo1qwZ69ev54knnuBXv/oVRUVFdOvWjTVr1tCrV6+62fBaMxI4DkwH0jG7pddzbrBbGtXvOLsVczzAbMwvtemEeWnbwJL5AZhXG8wHTpU81zWY4wgu9N0FnqK6bZoL/B4zEAVi9rysLFlPqaOYASMDiMIME9PKzE8GdpTc74izHzEv0fRMrn7PAzz22GPk5uYyfvx4MjMzGThwIOvXr3d88dCGDRs4cOAABw4cOG9Qsbu//EZcz2bUs1c1OzubsLAwsrKynM5TXyp7Xh4pV5qXuHVK3oVXUFCN11ne2V9+Yf/V5of85f/Zgk+5rnWpvvzMTJ6bPx+AF2c/QnZhY7fWx9OFBZ0ic3I7ABrP/YmsPE++2qN+CAv4hWnDxgAwcckKfEP1vq+prNw8Ou3cB8CpW66gMNf1n9f1RkAxEZ/sBeDgNT1cdgnhpexDddJHRETEwhQERERELExBQERExMIUBERERCxMVw2UYbfbKcrKrfZyZ7NyKfbyw8tunR/KEBGRhkFBoITdbufd8as45VP+O9Kr6JoXCcs6yOX16yIMERGRC9KpgRJFWbmXHgJKZIV1oNjL0380RkRErEQ9AhVImNoVv9DgKpcvzM7lzdnfAea3domIiHgKBYEK+IUG49+kkburISIiUussEQQMwO7lR0FWDl4FxRWWKcwuM0hQ5/lFRMQiGnwQMAyD5D6JZIV1YPPMb6q0jL0gH6j51xuLiIjUdw1+sGCxtz9ZYR2qXD4s6yA+vg2+WURERAAL9AiUHbw3ZmYMvn6V7OQNA3tBPj6+PfWjQSIiYhkNPgiU5d84BF//C/3Ck04HiIiItagPXERExMIUBERERCxMQUBERMTCqh0EDh8+zD333EN4eDiBgYH06NGDr776yjHfMAymT59OVFQUgYGBxMfHs3//fpdWWkRERFyjWkHg1KlTXH311fj6+vLPf/6T7777jr/+9a80adLEUeb555/n5ZdfZtGiRezYsYPg4GCGDBlCfn6+yysvIiIiNVOtqwbmzJlDdHQ0y5Ytc0xr3769475hGMyfP58nn3yS4cOHA/Dmm28SERHBhx9+yF133eWiaouIiIgrVKtH4KOPPqJv377ccccdtGjRgj59+rBkyRLH/B9//JH09HTi4+Md08LCwoiNjWXbtm0VrrOgoIDs7Gynm4iIiNSNagWBH374gYULF3L55Zfz6aef8tBDDzFx4kRWrFgBQHp6OgAREc4/5xsREeGYV97s2bMJCwtz3KKjoy9lO0REROQSVCsI2O12rrzySp599ln69OnD+PHjGTduHIsWLbrkCkydOpWsrCzH7eeff77kdYmIiEj1VCsIREVF0bVrV6dpXbp0IS0tDYDIyEgAMjIynMpkZGQ45pXn7+9PaGio001ERETqRrWCwNVXX01KSorTtH379tG2bVvAHDgYGRlJUlKSY352djY7duwgLi7OBdUVERERV6rWVQOPPvooAwYM4Nlnn+XOO+9k586dvP7667z++uuA+QM/jzzyCH/5y1+4/PLLad++PdOmTaNly5aMGDGiNuovIiIiNVCtIHDVVVfxwQcfMHXqVGbNmkX79u2ZP38+o0aNcpR57LHHyM3NZfz48WRmZjJw4EDWr19PQECAyysvIiIiNVPtXx/89a9/za9//etK59tsNmbNmsWsWbNqVDERERGpffqtAREREQtTEBAREbEwBQERERELUxAQERGxMAUBERERC1MQEBERsTAFAREREQtTEBAREbEwBQERERELUxAQERGxMAUBERERC6v2bw1IBQzDcTc3+xRFXoVurEzDUHA623G/UVAB+JxxY208X1hQvuN+SOBpzuoYoMZCAs79j+adzsMX/bBaTeWdyXN3FSxJQcAFCrLP/fP+/Ovb8SvKcWNtGoZ8f3+4dQQA909a6N7KNABBxrn/0UMP93BjTRqO3CJfFh3oD8D/JT7k5to0DIU+vnD/jJJHxgXLiuvosMAF8s/mX7yQVI+3r7tr0KCoB8D1zhp+7q5Cw2arzmfAAqAdEADEAjuruNy7gA0YUW76U0BnIBhoAsQDO8rM/wkYC7QHAoEOwAzAM3uD1SPgAn4RTYEfAGj+6T8IDQ5xb4UagLy8HEa9dACA8Ed7EqQ2rZHc0wXEvNQTgPWP3EBwiHZiNZV3ugD/GeYOZ8Z7Ayg44+/mGnk+v+Ai/O7/qeSRrYpLrQISgUWYIWA+MARIAVpcYLmfgD8B/6+CeVcArwKXAWeAF4HBwAGgOfA/wA4sBjoC3wDjgFzghSrWu/5QEHABm+3cP2xwaFNCQhq5sTYNg83Hj0LMnZV/SAABwYFurpFnO4sXvxAGQGBIKEEh2mnVVJFRgM0rCIDcgmAKCtSmNVXkW0T1I+o8zJ3wfSWPFwHrgKXA45UsUwyMAmYCXwCZ5eb/toLneAP4GrgeGFpyK3UZZvBYiCcGAfUXioiIhyoEdmF23ZfyKnm87QLLzcLsLRhbxed4HQgDel2gXBbQtArrq3/UIyAiIh7qBObRfUS56RGY3fcV2YJ5dL/nIuteC9wF5AFRwAagWSVlDwCv4Im9AaAeARERsYzTwGhgCZXv1EtdhxkWtmKeBrgTOFZBucMl8+/APEXhedQjICIiHqoZ4A1klJueAURWUP4g5iDBW8pMs5f89cE8z9+h5HEw5kDAjkB/4HLMnoSpZZY9ghkYBmCePvBM6hEQEREP5QfEAEllptlLHsdVUL4zsBfzSL/0NoxzR//RF3guO1BQ5vFhYFDJ8y/Dk3en6hEQEREPlgiMAfoC/TAvH8zl3FUECUArYDbm9wx0L7d845K/pdNzgWcwA0IU5jiEBZg7/jtKypSGgLaY4wKOl1lfRT0R9ZuCgIiIeLCRmDvi6UA60BtYz7kBhGlU72jdG3Og4QrMEBAOXIV5mWG3kjIbMAcIHgBal1ve874RUUFAREQ83MMlt4psusiyy8s9DgBWX2SZe0tuDYPnntQQERGRGlMQEBERsTAFAREREQtTEBAREbEwBQERERELUxAQERGxMAUBERERC1MQEBERsTAFAREREQtTEBAREbEwBQERERELUxAQERGxMAUBERERC1MQEBERsTAFAREREQtTEBAREbEwBQERERELUxAQERGxMAUBERERC1MQEBERsTAFAREREQtTEPBACxYsoF27dgQEBBAbG8vOnTsrLbt8+XJsNpvTLSAgwKnMvffee16ZoUOHOpUZNmwYbdq0ISAggKioKEaPHs2RI0dqZfvqmjva85lnnmHAgAEEBQXRuHHj2tgst3J1mwJ8//33DBs2jLCwMIKDg7nqqqtIS0tzzB80aNB563nwwQdrZfvq3gKgHRAAxAKVt6ezdwEbMOICZR4sKTO/gnnrSp4vEGhykfWIp1IQ8DCrVq0iMTGRGTNmkJycTK9evRgyZAjHjh2rdJnQ0FCOHj3quKWmpp5XZujQoU5l3nnnHaf51113HX//+99JSUnh/fff5+DBg/zmN79x+fbVNXe1Z2FhIXfccQcPPfSQy7fJ3WqjTQ8ePMjAgQPp3LkzmzZt4uuvv2batGnnBYZx48Y5ref555+vlW2sW6uARGAGkAz0AoYAlben6SfgT8D/u0CZD4DtQMsK5r0PjAbuA/4L/Af4bTXqLZ7Cx90VkOqZN28e48aN47777gNg0aJFrFu3jqVLl/L4449XuIzNZiMyMvKC6/X3979gmUcffdRxv23btjz++OOMGDGCoqIifH19L2FL6gd3tefMmTMB82i4oamNNn3iiSe46aabnHbsHTp0OK9cUFDQRV8bzzMPGIe5QwZYhHmkvhSouD2hGBgFzAS+ADIrKHMY+APwKXBzuXlngUnAXGBsmeldq117qf/UI+BBCgsL2bVrF/Hx8Y5pXl5exMfHs23btkqXy8nJoW3btkRHRzN8+HC+/fbb88ps2rSJFi1a0KlTJx566CF++eWXStd38uRJ3nrrLQYMGODRIaC+tGdDUhttarfbWbduHVdccQVDhgyhRYsWxMbG8uGHH563nrfeeotmzZrRvXt3pk6dSl5enku3r+4VAruA+DLTvEoeV96eMAtogfNOvCw75tH+ZKBbBfOTMYOCF9AHiAJuBL6pRt3FUygIeJATJ05QXFxMRESE0/SIiAjS09MrXKZTp04sXbqUNWvWsHLlSux2OwMGDODQoUOOMkOHDuXNN98kKSmJOXPmsHnzZm688UaKi4ud1jVlyhSCg4MJDw8nLS2NNWvWuH4j65C727Mhqo02PXbsGDk5OTz33HMMHTqUf/3rX9x6663cdtttbN682bGe3/72t6xcuZKNGzcydepU/va3v3HPPffU3sbWiROYR/cR5aZHABW3J2wB3gCWXGC9czA7hCdWMv+Hkr9PAU8CazHHCAwCTl6kzuJpdGqggYuLiyMuLs7xeMCAAXTp0oXFixfz9NNPA3DXXXc55vfo0YOePXvSoUMHNm3axPXXX++YN3nyZMaOHUtqaiozZ84kISGBtWvXYrPZ6m6D3MyV7Smmi7Wp3W4HYPjw4Y5TVL1792br1q0sWrSIa6+9FoDx48c71tGjRw+ioqK4/vrrOXjwYIWnERqm05hH+kuAZpWU2QW8hHnUX9l7117y9wng9pL7y4DWwHvAA66orNQT6hHwIM2aNcPb25uMjAyn6RkZGVU+L+rr60ufPn04cOBApWUuu+wymjVrdl6ZZs2accUVV3DDDTfw7rvv8sknn7B9+/bqb0g94e72bIhqo02bNWuGj48PXbs6n5/u0qWL01UD5cXGxgJ4eLs3A7yBjHLTM4CK2vMg5iDBWzCP83yAN4GPSu4fxBwzcAxoU6ZMKvBHzCsTwDwVAM5jAvyBy4DK21w8k4KAB/Hz8yMmJoakpCTHNLvdTlJSktMR1YUUFxezd+9eoqKiKi1z6NAhfvnllwuWKT1KKygoqGLt65/61J4NRW20qZ+fH1dddRUpKSlO5fbt20fbtm0rXc+ePXsAPLzd/YAYIKnMNHvJ44raszOwF9hT5jYMuK7kfjRmj8HX5cq0xBwv8GnJemIwd/xl27wIM2RU3ubimXRqwMMkJiYyZswY+vbtS79+/Zg/fz65ubmOEdoJCQm0atWK2bNnAzBr1iz69+9Px44dyczMZO7cuaSmpnL//fcD5iCtmTNncvvttxMZGcnBgwd57LHH6NixI0OGDAFgx44dfPnllwwcOJAmTZpw8OBBpk2bRocOHar84V5fuaM9AdLS0jh58iRpaWkUFxc7dlodO3YkJCSkbhvBxVzdpmCelho5ciTXXHMN1113HevXr+fjjz9m06ZNgHl54dtvv81NN91EeHg4X3/9NY8++ijXXHMNPXv2rPM2cK1EYAzQF+iHeb1/LueuIkgAWgGzMb9noHu55RuX/C2dHl5yK8sXs4ehU8njUMzvF5iBGR7aYl5BAHBHDbZF6iMFAQ8zcuRIjh8/zvTp00lPT6d3796sX7/eMTgrLS0NL69zHT2nTp1i3LhxpKen06RJE2JiYti6daujm9Xb25uvv/6aFStWkJmZScuWLRk8eDBPP/00/v7+gHlJ1urVq5kxYwa5ublERUUxdOhQnnzySUcZT+WO9gSYPn06K1ascDzu06cPABs3bmTQoEF1sOW1x9VtCnDrrbeyaNEiZs+ezcSJE+nUqRPvv/8+AwcOBMxeg88++8wROqKjo7n99tt58skn63bja8VI4DgwHXOAYG9gPecGEKZRO527czF3EaOBM5hfLPQ55qBBaUhshmEY7q5EWdnZ2YSFhZGVlUVoaGiN11dUUMzrk8yRxeNfuhZff+8ar7O8rJzTrPzTlwDc88JVhIU0cvlzWE1u7mlOPb0HgCbTehMcrDatiZycArr/5TMAvnkynpAQzw5w9UHW6QJWTv4PAH9882oKzqhNa8ovpIgmH5mXjp4a1o3CHM+9PPmiAoqJ+GQvAAev6UGwt2v2TZeyD9UYAREREQtTEBAREbEwBQERERELUxAQERGxMAUBERERC1MQEBERsTAFAREREQtTEBAREbEwBQERERELUxAQERGxMAUBERERC1MQEBERsTAFAREREQtTEBAREbEwBQERERELUxAQERGxMAUBERERC1MQEBERsTAFAREREQtTEBAREbEwBQERERELUxAQERGxMAUBERERC1MQEBERsTAfd1dARETkwuwEhOW5uxIuZQuwu7sKDgoCIiJSj9m58uN1HA6OdndFao9huPXpdWpARETqrYCwvAYdAq4wvsefArfWQT0CIiLiEQruiyI/M9jd1XCJgIA8Vr49CH8KsNmGu7UuCgIiIuIR8jODyc8KcXc1XKPAiwA39wSUUhAQEZF64ty58oCwHLy8fQlonOvG+liDgoCIiNQLYaEnHfcD/5ZKoBvrYiUaLCgiIvVDgY0rjO8rnNU692fys4LquELWUKMg8Nxzz2Gz2XjkkUcc0/Lz85kwYQLh4eGEhIRw++23k5GRUdN6iohIA1dQEMh0nuQN47fY74kk69aOjtuuW25Gx66145Jb9csvv2Tx4sX07NnTafqjjz7Kxx9/zHvvvcfmzZs5cuQIt912W40rKiIiDZth2LABARSQn2UODCy9KQTUnktq2ZycHEaNGsWSJUto0qSJY3pWVhZvvPEG8+bN41e/+hUxMTEsW7aMrVu3sn37dpdVWkRERFzjkoLAhAkTuPnmm4mPj3eavmvXLoqKipymd+7cmTZt2rBt27YK11VQUEB2drbTTUREROpGta8aePfdd0lOTubLL788b156ejp+fn40btzYaXpERATp6ekVrm/27NnMnDmzutUQERERF6hWj8DPP//MpEmTeOuttwgICHBJBaZOnUpWVpbj9vPPP7tkvSIiInJx1QoCu3bt4tixY1x55ZX4+Pjg4+PD5s2befnll/Hx8SEiIoLCwkIyMzOdlsvIyCAyMrLCdfr7+xMaGup0ExERkbpRrVMD119/PXv37nWadt9999G5c2emTJlCdHQ0vr6+JCUlcfvttwOQkpJCWloacXFxrqt1PZaffxJfr/rxtZGe7MyZc98mVnj6DL7FGjFcE4U5RY77v+QXccbbjZVpIE6fKXTcD/XNoeBs4QVKS1U08tW3CLpDtYJAo0aN6N69u9O04OBgwsPDHdPHjh1LYmIiTZs2JTQ0lD/84Q/ExcXRv39/19W6nskvOuO4P/Sj2zjrrQ+EmgorCuFdngcgd34K+niomZOc++3za1/Y7MaaNBxBxQYTML/gZsbd/3VzbRoGm3fZgyj3/jSvlbj8K4ZffPFFvLy8uP322ykoKGDIkCG89tprrn6a+qX4zMXLSLX4FNvcXYUGJd8LymQBcQG/4qKLF5JL5m1Xz2pdqXEQ2LRpk9PjgIAAFixYwIIFC2q6ao/RxK+x4/6mX7+Pb0gD+XUsNyrMPsnKR58E4L4X5uHbqMlFlpAL8cvLI39PGgBZ93akINc1g32t7ERADgMjhwIwNO0j8s7ofV9TjQNPsvT20kc6GKgr+tEhF7DZzv3DBgU2xTdIAx5ryvesjQJ7HgB+jQLxDW0Yv0HuLv7eNvA3BwbYc3wxcv3dXCPPZy8uxK8oB4CsohDOFDVyc408n5ePegHcQSOwRERELExBQERExMIUBERERCxMQUBERMTCFAREREQsTEFARETEwhQERERELExBQERExMIUBERERCxMQUBERMTCFAREREQsTEFARETEwhQERERELKzBBoEFCxbQrl07GoUFM/eDCfx07H8XLJ+ZmcmECROIiorC39+fK664gk8++cQxf/bs2Vx11VU0atSIFi1aMGLECFJSUpzWseW7tcTfdDOhoaHYbDYyMzNrY9NERERcpkEGgVWrVpGYmMiMGTPYsf1LWjXtwIJ1Uzh27FiF5QsLC7nhhhv46aef+Mc//kFKSgpLliyhVatWjjKbN29mwoQJbN++nQ0bNlBUVMTgwYPJzc11lCk6W8Dg+Ov585//XOvbKCIi4go+7q5AbZg3bx7jxo3jvvvuo6igmLuueYRv07azfMUynnjy/J300qVLOXnyJFu3bsXX1xeAdu3aOZVZv3690+Ply5fTokULdu3aRVyf3gBc1/N2xif25T+7kmtlu0RERFytwfUIFBYWsmvXLuLj4x3TvGxedGp9Jdt3bK9wmY8++oi4uDgmTJhAREQE3bt359lnn6W4uLjS58nKygKgadOmrt0AERGROtTgegROnDhBcXExERERTtNDA5uQkfFjhcv88MMPfP7554waNYpPPvmEAwcO8Pvf/56ioiJmzJhxXnm73c4jjzzC1VdfTffu3Sk6nV0r2yIiIlLbGlwQuBR2u50WLVrw+uuv4+3tTUxMDIcPH2bu3LkVBoEJEybwzTffsGXLFjfUVkRExHUaXBBo1qwZ3t7eZGRkOE3PPnOKiOjICpeJiorC19cXb29vx7QuXbqQnp5OYWEhfn5+jukPP/wwa9eu5d///jetW7eunY0QERGpIw1ujICfnx8xMTEkJSU5ptkNO/sO76Z/bP8Kl7n66qs5cOAAdrvdMW3fvn1ERUU5QoBhGDz88MN88MEHfP7557Rv3752N0RERKQONLggAJCYmMiSJUtYsWIF3//ve1Z9MZ+ConzGJNwLQEJCAlOnTnWUf+ihhzh58iSTJk1i3759rFu3jmeffZYJEyY4ykyYMIGVK1fy9ttv06hRI9LT00lPT+fMmTOOMtl5J9nz9dccOHAAgL1797Jnzx5OnjxZNxsuIiJSTQ3u1ADAyJEjOX78ONOnTyc9PZ2oxpcx4abnHAMI09LS8PI6l4Gio6P59NNPefTRR+nZsyetWrVi0qRJTJkyxVFm4cKFAAwaNMjpuZYtW8ao228D4IvvPubPA990zLvmmmscZe69997a2FQREZEaaZBBAMxz+Q8//DBFBcW8Pmmz07xNmzadVz4uLo7t2yu+vBDMUwOVKb1q4Oa+Y1iz8RV8G4VeWqVFRETqWIM8NSAiIiJVoyAgIiJiYQoCIiIiFqYgICIiYmEKAiIiIhamIOCBFixYQLt27QgICCA2NpadO3dWWnb58uXYbDanW0BAQKXlH3zwQWw2G/Pnz3eaPmzYMNq0aUNAQABRUVGMHj2aI0eOuGqT3MrV7XnvvfeeV2bo0KFOZZKTk7nhhhto3Lgx4eHhjB8/npycnFrZPvdYALQDAoBYoPI2hdVAX6AxEAz0Bv5WroytktvcMmXaVTD/uRpsQ31SnfYs613MdhhRbvq9nN9WQ6lYAeZrYgP2VLXC4kEUBDzMqlWrSExMZMaMGSQnJ9OrVy+GDBnCsWPHKl0mNDSUo0ePOm6pqakVlvvggw/Yvn07LVu2PG/eddddx9///ndSUlJ4//33OXjwIL/5zW9ctl3uUlvtOXToUKcy77zzjmPekSNHiI+Pp2PHjuzYsYP169fz7bffNqDvmlgFJAIzgGSgFzAEqKxNmwJPANuAr4H7Sm6flilztNxtKeaO6fZy65pVrtwfarw17lfd9iz1E/An4P9VMn8ozm31TiXlHgPO/0yQhqPBfo9AQzVv3jzGjRvHfffdB8CiRYtYt24dS5cu5fHHH69wGZvNRmRkxb+zUOrw4cP84Q9/4NNPP+Xmm28+b/6jjz7quN+2bVsef/xxRowYQVFREb6+vjXYIveqrfb09/evtMzatWvx9fVlwYIFji+2WrRoET179uTAgQN07NixBltUH8wDxmHuzAEWAeswd94Vtemgco8nASuALZg7PIDybbkGuA64rNz0RhWU9XTVbU+AYmAUMBP4AsisoIw/F2+rfwL/At4vuS8NkXoEPEhhYSG7du0iPj7eMc3Ly4v4+Hi2bdtW6XI5OTm0bduW6Ohohg8fzrfffus03263M3r0aCZPnky3bt0uWo+TJ0/y1ltvMWDAAI8OAbXVnmB+aVWLFi3o1KkTDz30EL/88otjXkFBAX5+fk7fbhkYGAjQAH7RshDYBcSXmeZV8rjyNj3HAJKAFOCaSspkYO4Ix1Yw7zkgHOiDedrgbJVqXX9danvOAlpQcRuV2lRSphPwEPBLufkZmAHkb0BQdSrtBq4+dbIaGIz5v1TZKZGDwK1AcyAUuBOzzTyPgoAHOXHiBMXFxY6vSi4VERFBenp6hct06tSJpUuXsmbNGlauXIndbmfAgAEcOnTIUWbOnDn4+PgwceLECz7/lClTCA4OJjw8nLS0NNasWVPzjXKj2mrPoUOH8uabb5KUlMScOXPYvHkzN954I8XFxQD86le/Ij09nblz51JYWMipU6ccvQ9Hjx6tpa2tKycwj0Yjyk2PACpuU1MWEAL4ATcDrwA3VFJ2BeaR/23lpk/E/GDfCDwAPIvZre3JLqU9twBvAEsusN6hwJuYoWsOsBm4seS5wAxk9wIPYo7fqM9q49RJLjAQs20qkosZFGzA58B/MEPbLYC9kmXqL50aaODi4uKIi4tzPB4wYABdunRh8eLFPP300+zatYuXXnqJ5ORkbDbbBdc1efJkxo4dS2pqKjNnziQhIYG1a9dedLmG5GLtCXDXXXc55vfo0YOePXvSoUMHNm3axPXXX0+3bt1YsWIFiYmJTJ06FW9vbyZOnEhERIRTL4G1NMI86srB3DklYnb7D6qg7FLMbu/yg14Ty9zviRkqHgBmY3aDW8FpYDRmCGh2gXJ3lbnfA7O9OmD2ElyPGcROA1PPW7L+qY1TJ6NL/v5UyfL/KZm3G7M3AMyA2gQzGMRXvFg9ZdVPHY/UrFkzvL29ychw7n7KyMi46DnrUr6+vvTp08fxC4lffPEFx44do02bNvj4+ODj40Nqaip//OMfadeu3XnPf8UVV3DDDTfw7rvv8sknn1zw9xnqu9poz4pcdtllNGvWzKnMb3/7W9LT0zl8+DC//PILTz31FMePH+eyy8qf8/Y0zQBvzu8izeDC56O9gI6Yo9P/CPwGcwde3heYpw3ur0JdYjFPDfxUhbL1VXXb8yDm9t6CeZzng3nk/1HJ/YOVPM9lJc9V+j/6OeapB/+S5UrHrfQFxlR/M2pNbZ46uZACzN6AsgEzoOS5Pe/0noKAB/Hz8yMmJoakpCTHNLvdTlJSktNR6oUUFxezd+9eoqKiABg9ejRff/01e/bscdxatmzJ5MmT+fTTTytdj91udn8VFBTUYIvcqzbasyKHDh3il19+qbBMREQEISEhrFq1ioCAAG64obLucE/hB8RgHtWXspc8rlqbnlumov+tN0rW36sK69iD+RHXohrPW99Utz07A3sxt730NgxzYOUeILqS5zmEOUag9H/0ZeC/ZdbxScn0VcAz1d2IWlRbp04upj/mpa5TgDzMUwV/KqmL553e06kBD5OYmMiYMWPo27cv/fr1Y/78+eTm5jpGvSckJNCqVStmzzaPpmbNmkX//v3p2LEjmZmZzJ07l9TUVO6/3zyiCg8PJzw83Ok5fH19iYyMpFOnTgDs2LGDL7/8koEDB9KkSRMOHjzItGnT6NChQ5V3mPWVq9szJyeHmTNncvvttxMZGcnBgwd57LHH6NixI0OGDHE876uvvsqAAQMICQlhw4YNTJ48meeee47GjRvXeRu4XiLmUWNfoB8wH/ODsrTrNgFoxbkj/tklZTtg7vw/wRygtrDcerOB94C/VvCc24AdmDu8RiWPHwXuweyu9WTVac8AoHu55RuX/C2dnoPZJX47Zq/CQcyxFB05d5VGm3LrCCn52wFoXYNtcbeqnjq5mOaY/4sPYYYmL+Bu4Eo88fhaQcDDjBw5kuPHjzN9+nTS09Pp3bs369evdwx4S0tLczrPfOrUKcaNG0d6ejpNmjQhJiaGrVu30rVr1yo/Z1BQEKtXr2bGjBnk5uYSFRXF0KFDefLJJ/H39+xzr65uT29vb77++mtWrFhBZmYmLVu2ZPDgwTz99NNObbVz505mzJhBTk4OnTt3ZvHixYwePZqGYSRwHJiOeVTWG1jPuaO2NJw/LHOB32MelQZiHtWuLFlPWe9iDmK7u4Ln9C+Z/xRmmGiPGQQSKyjraarbnhfjjfl9DSswz423xBz49jSeN5aiJqdOSpUO7vPBPO3UoYrPPbhkfSdKlm1c8pyed3rPZhiG4e5KlJWdnU1YWBhZWVmEhoZefIGLKCoo5vVJmwEY/9K1+Pp713id5z3H6Wxen/yV+Rxz++LbqOb1trqi7F94eZx5LnLikhX4hoZfZAm5kKzcPDrt3AfAqVuuoDC3vl8OVv8FBp5mV5t+AMSk7eTMmUZurpHnaxx4gn+sjQXgN7/eQeaZqhy1x2L2lLxS8tiO2aPxMOcPFszn3DiIUk9i9hS8BFyBeTqm1E+YoXI3ZgC7kNJBgt9jXpJ5YQEBeaxd1wOAQdfuxdvbNe/JS9mHqkdAREQ8mKtPnQCcxOxpKf0a9ZSSv5Gc62lYBnTBPE2wDfOLsB6lKiGgvlEQEBERD+bqUydgXmVxX5nHpZdbzsA8/QRmOJiKGRraYX5N9qN4IgUBERHxcA+X3Cqy6SLLLq9g2r0ltwt5jobyo1aeN7xRREREXEZBQERExMIUBERERCxMQUBERMTCFAREREQsTEFARETEwhQERERELExBQERExMIUBERERCxMQUBERMTCFAREREQsTEFARETEwhQERERELExBQERExMIUBERERCxMQUBERMTCFAREREQsTEFARETEwhQERERELExBQERExMIUBERERCxMQUBERMTCFAREREQsTEFARETEwhQERERELExBQERExMIUBERERCxMQUBERMTCFAREREQsTEFARETEwhQERERELExBQERExMIUBERERCxMQUBERMTCFAREREQsTEFARETEwnzcXYEGwTAcd/PyTuNrMy5QWKqiKDfbcT/vdB6+BLixNp4vNy/Pcd8/LBcvH7sba9MwBAbkOu4H+Z/CZi90Y20ahiC/U+6ugiUpCLiAUXTGcT9oQR98vQrcWJuGIbfIF+gPwP8lPuTeyjQAuQFBcO+fAQhaedjNtWkYGmdnwhTz/hcRQ9xal4bC7meQ7nikA6q6olMDLnDmbLG7q9DgnDX83F2FBsXLRx+qLmeoB6A2Fegwtc6oqV0hMNxxN3LBNxTk+7uxMg2DX0ABs27fCcBvZgwgtJHatCbO5J2m63c3AjDwyn8SGBTi5hp5vtP5jbljojcA+576gLzspm6ukecLDD3JKoaWPLK5tS5WoiDgCrZz/7C5Z8IoOKOdVk2dNQqweQUBEBgaTJCCQI14+dgJwxx3EeoXTICfgkBN2YwCsoPN935uQVPOFIRfZAm5GCNfPVfuoFMDIiIiFqYgICIiYmEKAiIiIhZWrSAwe/ZsrrrqKho1akSLFi0YMWIEKSkpTmXy8/OZMGEC4eHhhISEcPvtt5ORkeHSSouIiIhrVCsIbN68mQkTJrB9+3Y2bNhAUVERgwcPJjf33BdrPProo3z88ce89957bN68mSNHjnDbbbe5vOIiIiJSc9W6amD9+vVOj5cvX06LFi3YtWsX11xzDVlZWbzxxhu8/fbb/OpXvwJg2bJldOnShe3bt9O/f//z1llQUEBBwbkv4MnOzj6vjIiIiNSOGo0RyMrKAqBpU/P62V27dlFUVER8fLyjTOfOnWnTpg3btm2rcB2zZ88mLCzMcYuOjq5JlURERKQaLjkI2O12HnnkEa6++mq6d+8OQHp6On5+fjRu3NipbEREBOnp6RWsBaZOnUpWVpbj9vPPP19qlURERKSaLvkLhSZMmMA333zDli1balQBf39//P31ZTEiIiLucEk9Ag8//DBr165l48aNtG7d2jE9MjKSwsJCMjMzncpnZGQQGRlZo4qKiIiI61UrCBiGwcMPP8wHH3zA559/Tvv27Z3mx8TE4OvrS1JSkmNaSkoKaWlpxMXFuabGIiIi4jLVOjUwYcIE3n77bdasWUOjRo0c5/3DwsIIDAwkLCyMsWPHkpiYSNOmTQkNDeUPf/gDcXFxFV4xICIiIu5VrSCwcOFCAAYNGuQ0fdmyZdx7770AvPjii3h5eXH77bdTUFDAkCFDeO2111xSWREREXGtagUBw7j4L0MFBASwYMECFixYcMmVEhERkbqhnyEWEREPYyckxLO/fC4g4Iy7q+CgICAiIh7EzjvvXEfzFofcXRGXqUpve23Srw+KiIjHCAnJblAhICurOcXF7j0mV4+AiIh4pCv7fE5AQJi7q3FJCgsLeemll7Dbffj1zTa31kVBQEREPFJAQBiBgY3dXY1L4u1diN3u6+5qAAoCIiJSD4U0ysbbOH8X1ahRlhtq07ApCIiISD1xbtDcO3+7wY31sBYNFhQRkXqh2O5DVlbzKpXNz2+Nv39oLdfIGtQjICIi9YSNr/87BC+vszww4QFCgyrf0fv7h+LlpWNZV1AQEBGResSG3e6Lf0Coxw4E9DSKUyIiIhamICAiImJhCgIiIiIWpiAgIiJiYQoCIiIiFqYg4JEWAO2AACAW2HmBsquBvkBjIBjoDfztAuUfBGzA/DLTfgLGAu2BQKADMAMorHbN66MFCxbQrl07AgICiI2NZefOyttz+fLl2Gw2p1tAQIBTmYyMDO69915atmxJUFAQQ4cOZf/+/Y75P/3003nrKL299957tbaddcnVbbp69WoGDx5MeHg4NpuNPXv2nLeeBx54gA4dOhAYGEjz5s0ZPnw4//vf/1y9aW5Snfd8We9ivp9HlJueAdwLtASCgKHA/nJlHsB8rwcCzYHhQENpTylLQcDjrAISMXfEyUAvYAhwrJLyTYEngG3A18B9JbdPKyj7AbAd88OhrP8BdmAx8C3wIrAI+HMNtqN+WLVqFYmJicyYMYPk5GR69erFkCFDOHassvaE0NBQjh496rilpqY65hmGwYgRI/jhhx9Ys2YNu3fvpm3btsTHx5ObmwtAdHS00/JHjx5l5syZhISEcOONN9b6Ntc2V7cpQG5uLgMHDmTOnDmVriMmJoZly5bx/fff8+mnn2IYBoMHD6a4uNhl2+Ye1X3Pl/oJ+BPw/8pNNzCDwQ/AGmA30BaIB3LLlIsBlgHfY35eGMBgwNPbU8rT9wh4nHnAOMydOZg75HXAUuDxCsoPKvd4ErAC2IL5YVLqMPAHzDf8zeWWGVpyK3UZkAIsBF6o7gbUK/PmzWPcuHHcd5/ZnosWLWLdunUsXbqUxx+vqD3BZrMRGRlZ4bz9+/ezfft2vvnmG7p16wbAwoULiYyM5J133uH+++/H29v7vOU/+OAD7rzzTkJCQly4de7h6jYFGD16NGD2plRm/Pjxjvvt2rXjL3/5C7169eKnn36iQ4cOl7Al9UV13/Ng7qxHATOBL4DMMvP2Ywb+b4BuJdMWApHAO8D9JdPGl1mmHfAXzBDyE2ZPgTQU6hHwKIXALszkXsqr5PG2KixvAEmYO/Fryky3A6OByZz7YLiYLMzeBs9VWFjIrl27iI8/155eXl7Ex8ezbVvl7ZmTk0Pbtm2Jjo5m+PDhfPvtt455BQUFAE5d215eXvj7+7Nly5YK17dr1y727NnD2LFja7pJblcbbXopcnNzWbZsGe3btyc6OrpG63KvS33PzwJaYJ7SK6+g5G/Z0y9egD/mAUJFcjF7B9oDntyeUhEFAY9yAjPpR5SbHgGkX2C5LCAE8MM82n8FKPuDHnMwO4cmVrEeB0rW8UAVy9dPJ06coLi4mIgI5/aMiIggPb3i9uzUqRNLly5lzZo1rFy5ErvdzoABAzh06BAAnTt3pk2bNkydOpVTp05RWFjInDlzOHToEEePHq1wnW+88QZdunRhwIABrt1AN6iNNq2O1157jZCQEEJCQvjnP//Jhg0b8PPzu6RtqR8u5T2/BXgDWFLJ/M5AG2AqcAozbMwBDgHl/0dfw/zsCAH+CWzA/ByRhkRBwBIaAXuAL4FnMM83biqZtwt4CViOOajoYg5jnia4A7O70lri4uJISEigd+/eXHvttaxevZrmzZuzePFiAHx9fVm9ejX79u2jadOmBAUFsXHjRm688cYKvxf9zJkzvP322w2iN+BSXaxNq2PUqFHs3r2bzZs3c8UVV3DnnXeSn59fC7Wur05j9u4tAZpVUsYXcxDxPsxevSBgI3Aj5+8SRmGOIdgMXAHcCVipPa1BYwQ8SjPAG3PEb1kZmOf3KuMFdCy53xtz8M9szPEDX2AOOmpTpnwx8EfMKwd+KjP9CHAdMAB4vdq1r2+aNWuGt7c3GRnO7ZmRkXHB89Vl+fr60qdPHw4cOOCYFhMTw549e8jKyqKwsJDmzZsTGxtL3759z1v+H//4B3l5eSQkJNRsY+qJ2mrTqgoLCyMsLIzLL7+c/v3706RJEz744APuvvvuaq+rfqjue/4g5nv2ljLT7CV/fTBPC3bAHAi4B7O3sBDzqoBYzCuMygoruV0O9AeaYA4q9tT2lIqoR8Cj+GG+gZPKTLOXPI6rxnrsnDtPOBrzaoI9ZW4tMccLlL2y4DBmcCgdSez5/zp+fn7ExMSQlHSuPe12O0lJScTFVa09i4uL2bt3L1FRUefNCwsLo3nz5uzfv5+vvvqK4cOHn1fmjTfeYNiwYTRvXrWfXq3vartNq8MwDAzDcIzb8EzVfc93Bvbi/H4ehhng93D++f0wzBCwH/gK8xLByhglN09uT6mIegQ8TiIwBjO598M8as/l3IjiBKAV5hE/JX/7Yh4FFACfYH6PwMKS+eElt7J8MY82OpU8Lg0BbTGvEjhepmzVjvLqq8TERMaMGUPfvn3p168f8+fPJzc31zHiPSEhgVatWjF7ttmes2bNon///nTs2JHMzEzmzp1Lamoq999/v2Od7733Hs2bN6dNmzbs3buXSZMmMWLECAYPHuz03AcOHODf//43n3zySd1tcB2ojTY9efIkaWlpHDlyBICUlBQAIiMjiYyM5IcffmDVqlUMHjyY5s2bc+jQIZ577jkCAwO56aab6rgFXK067/kAoHu55RuX/C07/T3MANAGMzhMwryksPR/9AfMyxYHl5Q7BDyH+Z0Cnt6eUp6CgMcZibkjno45WKg3sJ5zg4nScD5azwV+j/lGDsQ8YlhZsp6q2oA5QPAA0LrcPKNata9vRo4cyfHjx5k+fTrp6en07t2b9evXOwa7paWlOZ3bP3XqFOPGjSM9PZ0mTZoQExPD1q1b6dq1q6PM0aNHSUxMJCMjg6ioKBISEpg2bdp5z7106VJat259XkDwdLXRph999JEjSADcddddAMyYMYOnnnqKgIAAvvjiC+bPn8+pU6eIiIjgmmuuYevWrbRo0aKOtry2VPc9XxVHMQNGBhCFGSbK/o8GYJ42nI85oDAC80qjrZhXI0hDYjMMo159kmdnZxMWFkZWVhahoaE1Xl9RQTGvT9oMwPiXrsXX37vG6ywv63QBKyf/B4A/vnk1BWf8Xf4cVuMfWMBfE8w2vWfu1YQ1UpvWRH7eaf6zvTcAV/ffQ0BQI/dWqAHIKfiFuHcHAXBw4ibOZJfvWZPq8gvOZOqf5gPwyORHaBzc2K31qU2FhYU8++yzAPz5z3922dUtl7IP9fwTvSIiInLJFAREREQsTEFARETEwhQERERELExBQERExMIUBERERCxMQUBERMTCFAREREQsTEFARETEwhQERERELExBQERExMIUBERERCxMQUBERMTCFAREREQsTEFARETEwhQERERELExBQERExMIUBERERCxMQUBERMTCFAREREQsTEFARETcaAHQDgig6Ew8hw8frrTk8uXLsdlsTreAgACnMhkZGdx77720bNmSoKAghg4dyv79+53KvP766wwaNIjQ0FBsNhuZmZku3ypPoiAgIiJusgpIBGYAydi8urNy5Upyc3MrXSI0NJSjR486bqmpqY55hmEwYsQIfvjhB9asWcPu3btp27Yt8fHxTuvMy8tj6NCh/PnPf669TfMgPu6ugIiIWNU8YBxwHwDefvPw9V7N7t27K13CZrMRGRlZ4bz9+/ezfft2vvnmG7p16wbAwoULiYyM5J133uH+++8H4JFHHgFg06ZNrtoQj6YeARERcYNCYBcQ75his3lx2WWXcejQoUqXysnJoW3btkRHRzN8+HC+/fZbx7yCggIAp9MFXl5e+Pv7s2XLFpdvQUOhICAiIm5wAigGIpymBgcHk5OTU+ESnTp1YunSpaxZs4aVK1dit9sZMGCAIzh07tyZNm3aMHXqVE6dOkVhYSFz5szh0KFDHD16tJa3x3MpCIiIiEeIi4sjISGB3r17c+2117J69WqaN2/O4sWLAfD19WX16tXs27ePpk2bEhQUxMaNG7nxxhvx8tLurjIaIyAiIm7QDPAGMpym5ubmEhISUqU1+Pr60qdPHw4cOOCYFhMTw549e8jKyqKwsJDmzZsTGxtL3759XVj3hkURSURE3MAPiAGSHFMMw84PP/xA69atq7SG4uJi9u7dS1RU1HnzwsLCaN68Ofv37+err75i+PDhLqp3w6MeARERcZNEYAzQF+hHceEcinyK6N27NwAJCQm0atWK2bNnAzBr1iz69+9Px44dyczMZO7cuaSmpjquBgB47733aN68OW3atGHv3r1MmjSJESNGMHjwYEeZ9PR00tPTHT0Je/fupVGjRrRp04amTZvW0bbXHwoCIiLiJiOB48B0IB3D3oNRo0Y5Tg2kpaU5nds/deoU48aNIz09nSZNmhATE8PWrVvp2rWro8zRo0dJTEwkIyODqKgoEhISmDZtmtOzLlq0iJkzZzoeX3PNNQAsW7aMe++9t7Y2tt5SEBARETd6uOQGvoGZtG493zGn/HX+L774Ii+++OIF1zZx4kQmTpx4wTJPPfUUTz311CXUtWHSGAERERELUxAQERGxMAUBERERC1MQEBERsTAFAREREQtTEBAREbEwBQERERELUxAQERGxMMt+oZDdbqco96xL1lV4utBxPyiwEG+XrNXa/Mu0Y1FOIYXY3FofT1eYV4jtrB8AZ8/kUqTmrLGi/Bz87WabBgfnOtq3YgZnbcWg/+ML8g8+7e4qWJIlg4Ddbufvf9rCL3muCQJlJd+/Gx+b3uyu4QtA/kt7yHdzTRqCK3gdgMzP97u5Jg3Hh8w37ySkAqkVljEw+NhvF8e8suqsXg1BUVGRu6tgGZY8NVCUe7ZWQkBTb5t6A0TEyVnsCgGXINAn0N1VsAxL9giUNWZGP3xDLtSld3GG3eBUdj7evl4EBflhs2S8ci3DMMjPKSLAxxtff29s6mWpEcMwKCo6hY+fF17eAWpPFzAMg8yCTGy2AIJ8K99pFeQWwGubAPj97x/CL9i/jmromYqKigj0CSQ4ONjdVbEMywcB3xA//BvVLAgARIXpze1qIY0C3F2FBsWfSHdXocFpERR60TLexrmP2dCgUAKCdaQr9Yuljl0LcgopOF1IUU7hxQtLg7JgwQLatWtHQEAAsbGx7Ny5s9Kyy5cvx2azOd0CAs6FkqKiIqZMmUKPHj0IDg6mZcuWJCQkcOTIEaf1JCcnc8MNN9C4cWPCw8MZP348OTk5tbaNIiKXosEHAcMwHPdXPLGN/5u8hRUzK98JSMOzatUqEhMTmTFjBsnJyfTq1YshQ4Zw7NixSpcJDQ3l6NGjjltq6rmBYHl5eSQnJzNt2jSSk5NZvXo1KSkpDBs2zFHmyJEjxMfH07FjR3bs2MH69ev59ttvLflb5yJSvzX4UwPeNnMQ38li47x54UE++AY3+CawvHnz5jFu3Djuu+8+ABYtWsS6detYunQpjz/+eIXL2Gw2IiMr7koPCwtjw4YNTtNeffVV+vXrR1paGm3atGHt2rX4+vqyYMECvLy8HM/bs2dPDhw4QMeOHV24hSIil67B7wVtNhsDQ7wpBiIfuwqb37lx/b7BPo4PaWmYCgsL2bVrF1OnTnVM8/LyIj4+nm3btlW6XE5ODm3btsVut3PllVfy7LPP0q1bt0rLZ2VlYbPZaNy4MQAFBQX4+fk5/X8FBprnhrds2aIgICL1hiX2gjabDR+bDb9G5sDA0ptCQMN34sQJiouLiYiIcJoeERFBenp6hct06tSJpUuXsmbNGlauXIndbmfAgAEcOnSowvL5+flMmTKFu+++m9BQc/DYr371K9LT05k7dy6FhYWcOnXK0ftw9OhRF26hiEjNaE8oUk5cXBwJCQn07t2ba6+9ltWrV9O8eXMWL158XtmioiLuvPNODMNg4cKFjundunVjxYoV/PWvfyUoKIjIyEjat29PRESEAqiI1Cv6RJIGrVmzZnh7e5ORkeE0PSMjo9IxAOX5+vrSp08fDhw44DS9NASkpqayYcMGR29Aqd/+9rekp6dz+PBhfvnlF5566imOHz/OZZddVrONEhFxIQUBadD8/PyIiYkhKSnJMc1ut5OUlERcXFyV1lFcXMzevXuJiopyTCsNAfv37+ezzz4jPDy80uUjIiIICQlh1apVBAQEcMMNN1z6BomIuFiDHywokpiYyJgxY+jbty/9+vVj/vz55ObmOq4iSEhIoFWrVsyePRuAWbNm0b9/fzp27EhmZiZz584lNTWV+++/HzBDwG9+8xuSk5NZu3YtxcXFjvEGTZs2xc/P/IKqV199lQEDBhASEsKGDRuYPHkyzz33nGNAoYhIfaAgIA3eyJEjOX78ONOnTyc9PZ3evXuzfv16xwDCtLQ0p/P2p06dYty4caSnp9OkSRNiYmLYunUrXbt2BeDw4cN89NFHAPTu3dvpuTZu3MigQYMA2LlzJzNmzCAnJ4fOnTuzePFiRo8eXfsbLCJSDQoCYgkPP/wwDz/8cIXzNm3a5PT4xRdf5MUXX6x0Xe3atXP6oqrKvPnmm9Wqo4iIO2iMgIiIiIUpCIiIiFiYgoCIiIiFKQiIiIhYmIKAiIiIhSkIiIiIWFitBYEFCxbQrl07AgICiI2NZefOnbX1VCIiInKJaiUIrFq1isTERGbMmEFycjK9evViyJAhHDt2rDaeTkRERC5RrXyh0Lx58xg3bpzjK1wXLVrEunXrWLp0qeOnWN3BKCzG7rZnFxErMgqLHfeLiorwKvR2Y22kvigsLHR3FRxcHgQKCwvZtWsXU6dOdUzz8vIiPj6ebdu2nVe+oKCAgoICx+Ps7GxXV8nh6F921Nq6RUQqUkQxBJj3//rSPPdWRqQCLj81cOLECYqLix3f414qIiLC8cMsZc2ePZuwsDDHLTo62qX1sfl64dc29OIFRURqgQ9eRNjD3F0Nqaeio6Px9fV1ax3c/lsDU6dOJTEx0fE4OzvbpWHAZrPR/MGeGEU6KSAi7jHeGMBZirHZbO6uitQzvr6+bv+/cHkQaNasGd7e3mRkZDhNz8jIIDIy8rzy/v7++Pv7u7oaTmw2GzY/nZcTEffxdv9xl0iFXH5qwM/Pj5iYGJKSkhzT7HY7SUlJxMXFufrpREREpAZqJaImJiYyZswY+vbtS79+/Zg/fz65ubmOqwhERESkfqiVIDBy5EiOHz/O9OnTSU9Pp3fv3qxfv/68AYQiIiLiXjbDMAx3V6Ks7OxswsLCyMrKIjRUo/1FRESq6lL2ofqtAREREQtTEBAREbEwBQERERELUxAQERGxMAUBERERC1MQEBERsTAFAREREQtTEBAREbEwBQERERELUxAQERGxMAUBERERC1MQEBERsTAFAREREQurlZ8hronSH0PMzs52c01EREQ8S+m+szo/LFzvgsDp06cBiI6OdnNNREREPNPp06cJCwurUlmbUZ3YUAfsdjtHjhyhUaNG2Gw2d1fH5bKzs4mOjubnn3+u8m9FS+3R61F/6LWoX/R61B/VeS0Mw+D06dO0bNkSL6+qnf2vdz0CXl5etG7d2t3VqHWhoaF6c9Ujej3qD70W9Ytej/qjqq9FVXsCSmmwoIiIiIUpCIiIiFiYgkAd8/f3Z8aMGfj7+7u7KoJej/pEr0X9otej/qjt16LeDRYUERGRuqMeAREREQtTEBAREbEwBQERERELUxAQERGxMAUBERERC1MQqCWHDx/mnnvuITw8nMDAQHr06MFXX33lmG8YBtOnTycqKorAwEDi4+PZv3+/G2vccBUXFzNt2jTat29PYGAgHTp04Omnn3b6UQ69HrXn3//+N7fccgstW7bEZrPx4YcfOs2vStufPHmSUaNGERoaSuPGjRk7diw5OTl1uBUNw4Vei6KiIqZMmUKPHj0IDg6mZcuWJCQkcOTIEad16LVwnYu9N8p68MEHsdlszJ8/32m6K14PBYFacOrUKa6++mp8fX355z//yXfffcdf//pXmjRp4ijz/PPP8/LLL7No0SJ27NhBcHAwQ4YMIT8/3401b5jmzJnDwoULefXVV/n++++ZM2cOzz//PK+88oqjjF6P2pObm0uvXr1YsGBBhfOr0vajRo3i22+/ZcOGDaxdu5Z///vfjB8/vq42ocG40GuRl5dHcnIy06ZNIzk5mdWrV5OSksKwYcOcyum1cJ2LvTdKffDBB2zfvp2WLVueN88lr4chLjdlyhRj4MCBlc632+1GZGSkMXfuXMe0zMxMw9/f33jnnXfqooqWcvPNNxu/+93vnKbddtttxqhRowzD0OtRlwDjgw8+cDyuStt/9913BmB8+eWXjjL//Oc/DZvNZhw+fLjO6t7QlH8tKrJz504DMFJTUw3D0GtRmyp7PQ4dOmS0atXK+Oabb4y2bdsaL774omOeq14P9QjUgo8++oi+fftyxx130KJFC/r06cOSJUsc83/88UfS09OJj493TAsLCyM2NpZt27a5o8oN2oABA0hKSmLfvn0A/Pe//2XLli3ceOONgF4Pd6pK22/bto3GjRvTt29fR5n4+Hi8vLzYsWNHndfZSrKysrDZbDRu3BjQa1HX7HY7o0ePZvLkyXTr1u28+a56Perdrw82BD/88AMLFy4kMTGRP//5z3z55ZdMnDgRPz8/xowZQ3p6OgARERFOy0VERDjmies8/vjjZGdn07lzZ7y9vSkuLuaZZ55h1KhRAHo93KgqbZ+enk6LFi2c5vv4+NC0aVO9PrUoPz+fKVOmcPfddzt+8U6vRd2aM2cOPj4+TJw4scL5rno9FARqgd1up2/fvjz77LMA9OnTh2+++YZFixYxZswYN9fOev7+97/z1ltv8fbbb9OtWzf27NnDI488QsuWLfV6iFSgqKiIO++8E8MwWLhwoburY0m7du3ipZdeIjk5GZvNVqvPpVMDtSAqKoquXbs6TevSpQtpaWkAREZGApCRkeFUJiMjwzFPXGfy5Mk8/vjj3HXXXfTo0YPRo0fz6KOPMnv2bECvhztVpe0jIyM5duyY0/yzZ89y8uRJvT61oDQEpKamsmHDBkdvAOi1qEtffPEFx44do02bNvj4+ODj40Nqaip//OMfadeuHeC610NBoBZcffXVpKSkOE3bt28fbdu2BaB9+/ZERkaSlJTkmJ+dnc2OHTuIi4ur07paQV5eHl5ezv/q3t7e2O12QK+HO1Wl7ePi4sjMzGTXrl2OMp9//jl2u53Y2Ng6r3NDVhoC9u/fz2effUZ4eLjTfL0WdWf06NF8/fXX7Nmzx3Fr2bIlkydP5tNPPwVc+HrUYJCjVGLnzp2Gj4+P8cwzzxj79+833nrrLSMoKMhYuXKlo8xzzz1nNG7c2FizZo3x9ddfG8OHDzfat29vnDlzxo01b5jGjBljtGrVyli7dq3x448/GqtXrzaaNWtmPPbYY44yej1qz+nTp43du3cbu3fvNgBj3rx5xu7dux0j0avS9kOHDjX69Olj7Nixw9iyZYtx+eWXG3fffbe7NsljXei1KCwsNIYNG2a0bt3a2LNnj3H06FHHraCgwLEOvRauc7H3RnnlrxowDNe8HgoCteTjjz82unfvbvj7+xudO3c2Xn/9daf5drvdmDZtmhEREWH4+/sb119/vZGSkuKm2jZs2dnZxqRJk4w2bdoYAQEBxmWXXWY88cQTTh9uej1qz8aNGw3gvNuYMWMMw6ha2//yyy/G3XffbYSEhBihoaHGfffdZ5w+fdoNW+PZLvRa/PjjjxXOA4yNGzc61qHXwnUu9t4or6Ig4IrXw2YYZb5eTURERCxFYwREREQsTEFARETEwhQERERELExBQERExMIUBERERCxMQUBERMTCFAREREQsTEFARETEwhQERERELExBQERExMIUBERERCzs/wO2X6J0AWQgdAAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "nPix = len(mapPlist)\n",
    "nReps, nVoters, rLean = [0.]*nDistricts, [0.]*nDistricts, [0.]*nDistricts\n",
    "print(\"here are the stats for map1\")\n",
    "POLLYS = map1_Polys.copy()\n",
    "for p in range(nPix):\n",
    "    fillPlotLean(Point(mapX[p], mapY[p]).buffer(0.5),mapGOP[p])\n",
    "    d = plan1D[p]\n",
    "    nReps[d] += mapGOP[p]\n",
    "    nVoters[d] += 1.\n",
    "rLean = [nReps[d] / nVoters[d] for d in range(nDistricts)]\n",
    "for polly in POLLYS:\n",
    "    plotPoly(polly)\n",
    "plt.show()\n",
    "for d,polly in enumerate(POLLYS):\n",
    "    plotCenter(r3(rLean[d]),polly)\n",
    "    if rLean[d] < 0.5:\n",
    "        fillPlotColor(polly,\"blue\")\n",
    "    plotPoly(polly)\n",
    "plt.show()\n",
    "plt.scatter([d for d in range(len(rLean))], rLean)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "id": "1478c7b1-bb0b-4224-9cf7-ad97074344de",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "here are the stats for map2\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "nPix = len(mapPlist)\n",
    "nReps, nVoters, rLean = [0.]*nDistricts, [0.]*nDistricts, [0.]*nDistricts\n",
    "print(\"here are the stats for map2\")\n",
    "POLLYS = map2_Polys.copy()\n",
    "for p in range(nPix):\n",
    "    fillPlotLean(Point(mapX[p], mapY[p]).buffer(0.5),mapGOP[p])\n",
    "    d = plan2D[p]\n",
    "    nReps[d] += mapGOP[p]\n",
    "    nVoters[d] += 1.\n",
    "rLean = [nReps[d] / nVoters[d] for d in range(nDistricts)]\n",
    "for polly in POLLYS:\n",
    "    plotPoly(polly)\n",
    "plt.show()\n",
    "for d,polly in enumerate(POLLYS):\n",
    "    plotCenter(r3(rLean[d]),polly)\n",
    "    if rLean[d] < 0.5:\n",
    "        fillPlotColor(polly,\"blue\")\n",
    "    plotPoly(polly)\n",
    "plt.show()\n",
    "plt.scatter([d for d in range(len(rLean))], rLean)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "id": "42e4a537-6480-40d9-b0cc-22803ad2e045",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Now define a 'map2B' where map2's first two columns are shifted down by 7 and 4, 4th column shifted down by 2\n"
     ]
    },
    {
     "data": {
      "image/png": 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w8GfcEOXl5V7/iR4+fFiFhYWKj49XWlqaTpw4oSNHjujYsWOSpP3790uSkpOTm+VR783B+R7T+Ph4PfjggxozZoySk5P16aef6u6779all16qoUOHmpja24kNeVpfXKj3339fbdq08cxPTk5WTU2NTp486TUqUFxcHDTPB3YNoEkdP35ct956qzp27Kjrr79eu3bt0vr16/Xv//7vZkcLaO+8846OHDmiSZMmmR0l4OzevVs9evRQjx49JEm5ubnq0aOHZs+eLUlas2aNevTo4RlpGTdunHr06KHFixeblrm5O99jGhISog8//FA33nijLr/8ct1+++3q2bOn3n//fYWHh5ucXDIMQyc25KniwDatefMtpaeney3v2bOnQkNDtXHjRs+8/fv368iRI0Hz6Sf+lUCTWrp0qdkRgtKQIUNkGIbZMQLSoEGDzvvYTZw4kU9hNFB9j2lzHgH8r99OV/nfNilx9O8VHR3j2e8fFxcnp9OpuLg43X777crNzVV8fLxiY2M1depU9e3bNygOFJQYEQAAWNjSpf8to9ql4ldmquPlHZSSkqKUlBS9+uqrnnWeeOIJ3XDDDRozZowGDhyo5ORkvfHGGyam9i1GBAAAlnWypNzzPQJ/vW+Q4mKjzlonIiJCixYtOu9XKAcyRgQAALAwigAAABZGEQAAwMIoAgAAWBhFAAAAC6MIAABgYRQBAAAsjCIAAICFUQQAALAwigAAABZGEQAAwMIoAgAAWBhFAAAAC6MIAABgYRQBAAAsjCIAAICFUQQAALAwigAAABZGEQAAwMIoAgAAWBhFAAAAC6MIAABgYRQBAAAsjCIAAICFUQQAALAwigAAABbmMDtAsHC73aoo+9av91lRfkLhNYaqQ/16twCAIEIR8AG32613fnaN2v7D5ff7/rOkv7eRjJ8bfr9vAEDgY9eAD1SUfWtKCfhOpy+kiFrT7h4AEMAYEfCxVhvflDO6pV/uq+7bb3Vs2AhJks1m88t9AgCCC0XAx5zRLRUdl+CX+zp1yi93AwAIYkFfBAzDUKzr9P5zV+k3cjsqfX4fleX+PUgQAABfCfoi4D7xrf77qTpJ0tdPDWny+6uqq1R0k98LAAC+EfQHC0Y4Ivx2X39vIynCf/cHAEBjBf2IQIjT6bneZtMG2c6Y9qWqukq1johQgtM/xwcAAOALQV8EdMbR9FGx8bJHRjbJ3bA7AAAQiIK/CAQz4/svEXKVnlAIW7PRqstKv79eUS01wcGlVlLrqlLYv65Xusp0Kvj3Rja5Wtf3z9GKsgqFit2RjVFRbt53wDQXvHUEsLrK79+kjmXeaGKS4FEVHi79fJQk6YkleeaGCQKRRoXu/tegXFxeN3PDBAlXbaikayVJ/517p7lhgkCtzSG1v0PS6U+ZWRH1PIBVnaoyO0LwCeHEDb7ECIDvnTLC6l8JF8dmzf+NrflbBwl7y++/wTDhndWKjOFAxcaqqCjXhCcPSZISpl+pyCiO/mgMV1m1ej55pSRpXc6/KyqaN7HGqiirVvj9OyVJ/3F/P8XGhJucKLCVlNdo8VMfSLLuN7RSBALYmU/ayJgEv32jYTCzOcJU86+92uHREYqIappPmVjFKdn1jeIkSc7oWEVG86bVWLVGtWz20wc9O2OjFEkRaJRai44CnIlxOwAALIwiAACAhVEEAACwsAYXgS+//FI333yzEhIS5HQ61a1bN+3evduz3DAMzZ49WykpKXI6ncrIyNDBgwd9GhoAAPhGg4rAt99+q/79+ys0NFRvv/22Pv74Yz3++ONqecbR6/Pnz9dTTz2lxYsXa8eOHYqKitLQoUNVVcVH3QAAaG4adLjkvHnz1LZtWy1btswzLz093XPdMAwtXLhQv//97zVy5EhJ0osvvqikpCStWrVK48aN81FsAADgCw0aEVizZo169eqlm266SYmJierRo4eef/55z/LDhw+rqKhIGRkZnnlxcXHq06ePtm3bds7brK6uVmlpqdcFAAD4R4OKwGeffaa8vDxddtllWr9+ve68805NmzZNL7zwgiSpqKhIkpSUlOT1c0lJSZ5lPzR37lzFxcV5Lm3btr2Y3wMAAFyEBhUBt9utq6++Wo8++qh69OihyZMn64477tDixYsvOsDMmTNVUlLiuRw9evSibwsAADRMg4pASkqKOnfu7DXviiuu0JEjRyRJycnJkqTi4mKvdYqLiz3Lfig8PFyxsbFeFwAA4B8NKgL9+/fX/v37veYdOHBA7dq1k3T6wMHk5GRt3LjRs7y0tFQ7duxQ3759fRAXAAD4UoM+NTB9+nT169dPjz76qMaOHaudO3dqyZIlWrJkiaTT332fk5OjRx55RJdddpnS09M1a9YspaamatSoUU2RHwAANEKDikDv3r2Vn5+vmTNn6qGHHlJ6eroWLlyoCRMmeNa5++675XK5NHnyZJ08eVIDBgzQunXrFBER4fPwAACgcRp82qUbbrhBN9xww48ut9lseuihh/TQQw81KhgAAGh6nGsAAAALowgAAGBhFAEAACyMIgAAgIVRBAAAsDCKAAAAFkYRAADAwigCAABYGEUAAAALowgAAGBhFAEAACyMIgAAgIVRBAAAsDCKAAAAFkYRAADAwigCAABYGEUATWru3Lnq3bu3YmJilJiYqFGjRmn//v1mxwp4X375pW6++WYlJCTI6XSqW7du2r17t9mxAsKWLVs0YsQIpaamymazadWqVV7LDcPQ7NmzlZKSIqfTqYyMDB08eNCcsAGivsf0TL/+9a9ls9m0cOFCv+XD+VEE0KQ2b96s7Oxsbd++XRs2bFBtba2GDBkil8tldrSA9e2336p///4KDQ3V22+/rY8//liPP/64WrZsaXa0gOByudS9e3ctWrTonMvnz5+vp556SosXL9aOHTsUFRWloUOHqqqqys9JA0d9j+l38vPztX37dqWmpvopGS6Ew+wACG7r1q3zml6+fLkSExNVUFCggQMHmpQqsM2bN09t27bVsmXLPPPS09NNTBRYMjMzlZmZec5lhmFo4cKF+v3vf6+RI0dKkl588UUlJSVp1apVGjdunD+jBozzPabf+fLLLzV16lStX79ew4cP91MyXAhGBOBXJSUlkqT4+HiTkwSuNWvWqFevXrrpppuUmJioHj166Pnnnzc7VlA4fPiwioqKlJGR4ZkXFxenPn36aNu2bSYmC2xut1u33HKLZsyYoS5dupgdBz9AEYDfuN1u5eTkqH///uratavZcQLWZ599pry8PF122WVav3697rzzTk2bNk0vvPCC2dECXlFRkSQpKSnJa35SUpJnGRpu3rx5cjgcmjZtmtlRcA7sGoDfZGdna9++fdq6davZUQKa2+1Wr1699Oijj0qSevTooX379mnx4sXKysoyOR3graCgQE8++aT27Nkjm81mdhycAyMC8IspU6Zo7dq1eu+999SmTRuz4wS0lJQUde7c2WveFVdcoSNHjpiUKHgkJydLkoqLi73mFxcXe5ahYd5//30dP35caWlpcjgccjgc+vzzz/Xb3/5W7du3NzseRBFAEzMMQ1OmTFF+fr7effddDmrzgf79+5/1EcwDBw6oXbt2JiUKHunp6UpOTtbGjRs980pLS7Vjxw717dvXxGSB65ZbbtGHH36owsJCzyU1NVUzZszQ+vXrzY4HsWsATSw7O1srVqzQ6tWrFRMT49nPGhcXJ6fTaXK6wDR9+nT169dPjz76qMaOHaudO3dqyZIlWrJkidnRAkJ5ebkOHTrkmT58+LAKCwsVHx+vtLQ05eTk6JFHHtFll12m9PR0zZo1S6mpqRo1apR5oZu5+h7ThIQEr/VDQ0OVnJysjh07+jsqzoEigCaVl5cnSRo0aJDX/GXLlmnixIn+DxQEevfurfz8fM2cOVMPPfSQ0tPTtXDhQk2YMMHsaAFh9+7dGjx4sGc6NzdXkpSVlaXly5fr7rvvlsvl0uTJk3Xy5EkNGDBA69atU0REhFmRm736HlM0bxQBNCnDMMyOEJRuuOEG3XDDDWbHCEiDBg067/PSZrPpoYce0kMPPeTHVIGtvsf0h/7xj380XRg0GMcIAABgYRQBAAAsjCIAAICFUQQAALAwikAjXMgpdn/1q1+pQ4cOcjqdat26tUaOHKm///3vJiUGAMAbRaARLuQUuz179tSyZcv0ySefaP369TIMQ0OGDFFdXZ2JyQEAOI2PDzbChZxid/LkyZ7l7du31yOPPKLu3bvrH//4hzp06ODXvAAA/BAjAj5U3yl2XS6Xli1bpvT0dLVt29af0QAAOCeKgI+c7xS7zz77rKKjoxUdHa23335bGzZsUFhYmElJAQD4HkXAR747xe7KlSvPWjZhwgTt3btXmzdv1uWXX66xY8eqqqrKhJQAAHjjGAEf+O4Uu1u2bDnnKXbj4uIUFxenyy67TNdee61atmyp/Px8jR8/3oS0AAB8jyLQCIZhaOrUqcrPz9emTZsu6BS7hmHIMAxVV1f7ISEAAOdHEWiE+k6x+9lnn+nVV1/VkCFD1Lp1a33xxRd67LHH5HQ69bOf/czk9AAAcIxAo+Tl5amkpESDBg1SSkqK5/Lqq69KkiIiIvT+++/rZz/7mS699FL94he/UExMjD744AMlJiaanB4AAEYEGqW+026mpqbqf//3f/2UBgCAhmNEAAAAC6MIAABgYRQBAAAsjCIAAICFUQQAALAwigAAABZGEQAAwMIoAgAAWBhfKAQAgKRvqmpV04TvignhobLbm9//3xQBAIBlnfkNsdc9vrlJ7yuyVYT25Q5udmWgeaUBAMCfQuxytwjzy11VfF2lb6pr/XJfDcGIAADAsmw2m2quaSXVGfrg6k6KiQzx+X2cqKzV0PlNO9rQGBQBAIC12WySw6YEZ6jinKFmp/E7igAAAH5yovL0roHKmjqTk3yPIgAAgJ+caxdBfae0b2ocLAgAQBNKCA9VZKuIcy5ztwiTEWLzcyJvjAgAANCE7Ha79uUO9vrEQGWdW9ds+0QKsclmowgAABDU7Ha7WjvDPdOuujrJ0TwG5ZtHCgAAYAqKAAAAFkYRAADAwigCAABYGEUAAAAL41MDQaKq6hvZQ839UopgUFnp8lyvKatUaB1duTFqyr//uNQ3VbWq9P3XuFtOWWWN53pNSbmqT9WcZ23Up6rqlOe6IWu+hlIEAljVqQrP9WFrRqs6zNzPogaDuNpordR8SZJr4X656lkf53dCbs/1n/6x+Z50JZBE1hnKVqQk6bVH/mpymsDnCrdJo1pKkirq3GphbhxT8O9OIDtVaXaCoOOoo0z5UhWvMD4XVtf8TmMbLELqqs2OYApGBAJYy7CW+ue/rm+64Q3Z4+JNzRMMakpP6KXpv5ck3fbHBQqNaWlyosAWVlGhqsIjkqT/632pYiPP/TWruHCusnKVXD9MktTmf9coOjra5ESBrazCpQUHiiRJkSHW3HdFEQhgZ34tZaQzXvbIViamCQ6hp2yqdp/e5RIW41RobJTJiQJbeIhNCj/94toqIlRxZ3yzGi5OxKkaVdaWS5LCWkQrPCbG5ESBrdbx/euoVccDGbgDAMDCKAIAAFgYRQAAAAujCAAAYGEUAQAALIwiAACAhVEEAACwMIoAAAAWRhEAAMDCKAIAAFgYRQAAAAujCAAAYGEUAQAALIwiAACAhVEEAACwMIoAAAAWRhEAAMDCKAIAAFhYo4rAY489JpvNppycHM+8qqoqZWdnKyEhQdHR0RozZoyKi4sbmxMAADSBiy4Cu3bt0nPPPacrr7zSa/706dP15ptv6vXXX9fmzZt17NgxjR49utFBAQCA711UESgvL9eECRP0/PPPq2XLlp75JSUlWrp0qRYsWKDrrrtOPXv21LJly/TBBx9o+/btPgsNAAB846KKQHZ2toYPH66MjAyv+QUFBaqtrfWa36lTJ6WlpWnbtm3nvK3q6mqVlpZ6XQAAgH84GvoDK1eu1J49e7Rr166zlhUVFSksLEwtWrTwmp+UlKSioqJz3t7cuXP14IMPNjQGAADwgQaNCBw9elR33XWXXn75ZUVERPgkwMyZM1VSUuK5HD161Ce3CwAA6tegIlBQUKDjx4/r6quvlsPhkMPh0ObNm/XUU0/J4XAoKSlJNTU1OnnypNfPFRcXKzk5+Zy3GR4ertjYWK8LAADwjwbtGrj++uv10Ucfec277bbb1KlTJ91zzz1q27atQkNDtXHjRo0ZM0aStH//fh05ckR9+/b1XWoAAOATDSoCMTEx6tq1q9e8qKgoJSQkeObffvvtys3NVXx8vGJjYzV16lT17dtX1157re9SAwAAn2jwwYL1eeKJJ2S32zVmzBhVV1dr6NChevbZZ319NwAAwAcaXQQ2bdrkNR0REaFFixZp0aJFjb1pAADQxDjXAAAAFmaJImBIqrOHqbqkXNXfljX44na7zf4VAtqWLVs0YsQIpaamymazadWqVWZHCmgPPPCAbDab16VTp05mxwpoZWVlysnJUbt27eR0OtWvX79zflcKzq2+v/EHHnhAnTp1UlRUlFq2bKmMjAzt2LHDnLA4i8+PEWhuDMPQnh65KonroM0P7ruo22h5qkjjloyT3W6J3uRzLpdL3bt316RJkzjvhI906dJF77zzjmfa4Qj6P+Um9ctf/lL79u3Tn//8Z6Wmpuqll15SRkaGPv74Y/3kJz8xO16zV9/f+OWXX65nnnlGl1xyiSorK/XEE09oyJAhOnTokFq3bm1CYpwp6F896kLCVRLXoVG38a0jWbUlLoW3jPFRKmvJzMxUZmam2TGCisPh+NHv5kDDVFZW6i9/+YtWr16tgQMHSjr9H+ybb76pvLw8PfLIIyYnbP7q+xv/z//8T6/pBQsWaOnSpfrwww91/fXXN3U81CPoi4DNZvNcz3qwp0LDLvy/+ppSl16c+3FTxAIa5eDBg0pNTVVERIT69u2ruXPnKi0tzexYAenUqVOqq6s769tSnU6ntm7dalKq4FVTU6MlS5YoLi5O3bt3NzsOZIEicKbwFtEKDQ+5qJ+tKXX5OE3juUtdqrOHye6uMTsK/KhPnz5avny5OnbsqK+++koPPvig/u3f/k379u1TTAyjVg0VExOjvn376uGHH9YVV1yhpKQkvfLKK9q2bZsuvfRSs+MFjbVr12rcuHGqqKhQSkqKNmzYoFatWpkdC7JYEWiMZjsyMPAJxZV8qo6GYXYS+MmZQ7BXXnml+vTpo3bt2um1117T7bffbmKywPXnP/9ZkyZN0k9+8hOFhITo6quv1vjx41VQUGB2tKAxePBgFRYW6uuvv9bzzz+vsWPHaseOHUpMTDQ7muVx9Nt5hMZFqeWpc581sTkpieugupAws2PAJC1atNDll1+uQ4cOmR0lYHXo0EGbN29WeXm5jh49qp07d6q2tlaXXHKJ2dGCRlRUlC699FJde+21Wrp0qRwOh5YuXWp2LIgRgfOy2+0at2Scakua324BSap1ufTCI6dHKs48FgLWUl5erk8//VS33HKL2VECXlRUlKKiovTtt99q/fr1mj9/vtmRgpbb7VZ1dbXZMSCKQL3sdnuz/bSA3REYuwPKy8u9/ls9fPiwCgsLFR8fzwFuF+G//uu/NGLECLVr107Hjh3T/fffr5CQEI0fP97saAFr/fr1MgxDHTt21KFDhzRjxgx16tRJt912m9nRAsL5/sYTEhI0Z84c3XjjjUpJSdHXX3+tRYsW6csvv9RNN91kYmp8hyKAJrd7924NHjzYM52bmytJysrK0vLly01KFbi++OILjR8/Xt98841at26tAQMGaPv27XweuxFKSko0c+ZMffHFF4qPj9eYMWM0Z84chYaGmh0tIJzvb3zx4sX6+9//rhdeeEFff/21EhIS1Lt3b73//vvq0qWLWZFxBooAmtygQYNkcDCjz6xcudLsCEFn7NixGjt2rNkxAlZ9f+NvvPGGH9OgoThYEAAAC6MIAABgYRQBAAAsjCIAAICFUQQAALAwigAAABZGEQAAwMIoAgAAWBhFAAAAC6MIAABgYRQBAAAsjCIAAICFUQQAALAwigAAABZGEQAAwMIoAgAAWBhFAAAAC6MIAABgYRQBAAAsjCIAAICFUQQAALAwigAAABZGEQAAwMIoAgAAWBhFAAAAC6MIAABgYRQBAAAsjCIAAICFUQQAALAwigAAABZGEQAAwMIoAgAAWBhFAAAAC6MIAABgYRQBAAAsjCIAAICFUQQAALAwigAAABbmMDsALp5hGJ7rFa4yhdqM86yNC1HrKvVcryirUKgiTEwT+FwVFZ7rZbUu2WvcJqYJDq4al+d6Zdm3srlrTEwT+FyuivpXCnIUgQBW6/r+BSF0UV9FhpSYmCY4uGpDJV0rSfrv3DvNDRMEXBGR0sT7JEm99n5pcprg0KL0pPL/df2b64bqG1PTBL7KsHDpyeWSvP+5shJ2DQSwqlN1ZkcIOqeMMLMjBBW7w5ovrE3KYASgqVSFmp3AHIwIBDBHXGtJByVJJb/ZLcWEmxsoCFSUVSv8/p2SpP+4v59ieUwbpbKiTJ0/zpQkDbj6bTkjo01OFPjKqlropmkhkqT8m/IVGRZvcqLAdqKmQtp3elzFZrOZnMYcFIFAdsaTNjI6TpHRvGk1Vq1RLZs9UpLkjI1SJEWgUewOt+J0+riL2LAoRYRRBBrLZlSrNOr0335kbLyiwxNMThTYqqrCJYvvYGHXAAAAFkYRAADAwigCAABYGEUAAAALowgAAGBhFAEAACyMIgAAgIVRBC7S3Llz1bt3b8XExCgxMVGjRo3S/v37z7muYRjKzMyUzWbTqlWr/BsUAIDzoAhcpM2bNys7O1vbt2/Xhg0bVFtbqyFDhsh1xvf/f2fhwoWW/cYqAAgGW7Zs0YgRI5SamnrOf+qKi4s1ceJEpaamKjIyUsOGDdPBgwfNCdtAfLPgRVq3bp3X9PLly5WYmKiCggINHDjQM7+wsFCPP/64du/erZSUFH/HBAD4gMvlUvfu3TVp0iSNHj3aa5lhGBo1apRCQ0O1evVqxcbGasGCBcrIyNDHH3+sqKgok1JfGIqAj5SUnD7zX3z899/7XVFRof/8z//UokWLlJycbFY0AEAjZWZmKjMz85zLDh48qO3bt2vfvn3q0qWLJCkvL0/Jycl65ZVX9Mtf/tKfURuMXQM+4Ha7lZOTo/79+6tr166e+dOnT1e/fv00cuRIE9MBAJpSdXW1JCkiIsIzz263Kzw8XFu3bjUr1gVjRMAHsrOztW/fPq8NvmbNGr377rvau3evickAAE2tU6dOSktL08yZM/Xcc88pKipKTzzxhL744gt99dVXZserFyMCjTRlyhStXbtW7733ntq0aeOZ/+677+rTTz9VixYt5HA45HCc7lxjxozRoEGDTEoLAPC10NBQvfHGGzpw4IDi4+MVGRmp9957T5mZmbLbm//bLCMCF8kwDE2dOlX5+fnatGmT0tPTvZbfe++9Z+0X6tatm5544gmNGDHCn1EBAE2sZ8+eKiwsVElJiWpqatS6dWv16dNHvXr1MjtavSgCFyk7O1srVqzQ6tWrFRMTo6KiIklSXFycnE6nkpOTz3mAYFpa2lmlAQAQHOLi4iSdPoBw9+7devjhh01OVD+KwEXKy8uTpLOG+ZctW6aJEyf6PxAAoMmUl5fr0KFDnunDhw+rsLBQ8fHxSktL0+uvv67WrVsrLS1NH330ke666y6NGjVKQ4YMMTH1haEIXCTDMPzyMwAA8+3evVuDBw/2TOfm5kqSsrKytHz5cn311VfKzc1VcXGxUlJSdOutt2rWrFlmxW0QigAAAPUYNGjQef+ZmzZtmqZNm+bHRL7T/A9nBAAATYYiAACAhVEEAACwMIoAAAAWRhEAAMDCKAIAAFgYRQAAAAujCAAAYGEUAQAALIwiAACAhVEEAACwMIoA/GLRokVq3769IiIi1KdPH+3cudPsSEHhsccek81mU05OjtlRAlZdXZ1mzZql9PR0OZ1OdejQQQ8//DAnCWuALVu2aMSIEUpNTZXNZtOqVas8y2pra3XPPfeoW7duioqKUmpqqm699VYdO3bMvMDwQhFAk3v11VeVm5ur+++/X3v27FH37t01dOhQHT9+3OxoAW3Xrl167rnndOWVV5odJaDNmzdPeXl5euaZZ/TJJ59o3rx5mj9/vp5++mmzowUMl8ul7t27a9GiRWctq6io0J49ezRr1izt2bNHb7zxhvbv368bb7zRhKQ4F84+iCa3YMEC3XHHHbrtttskSYsXL9Zbb72lP/3pT7r33ntNTheYysvLNWHCBD3//PN65JFHzI4T0D744AONHDlSw4cPlyS1b99er7zyCqNWDZCZmanMzMxzLouLi9OGDRu85j3zzDO65pprdOTIEaWlpfkjIs6jQSMCc+fOVe/evRUTE6PExESNGjVK+/fv91qnqqpK2dnZSkhIUHR0tMaMGaPi4mKfhkbgqKmpUUFBgTIyMjzz7Ha7MjIytG3bNhOTBbbs7GwNHz7c63HFxenXr582btyoAwcOSJL++te/auvWrT/6xobGKykpkc1mU4sWLcyOAjWwCGzevFnZ2dnavn27NmzYoNraWg0ZMkQul8uzzvTp0/Xmm2/q9ddf1+bNm3Xs2DGNHj3a58ERGL7++mvV1dUpKSnJa35SUpKKiopMShXYVq5cqT179mju3LlmRwkK9957r8aNG6dOnTopNDRUPXr0UE5OjiZMmGB2tKBUVVWle+65R+PHj1dsbKzZcaAG7hpYt26d1/Ty5cuVmJiogoICDRw4UCUlJVq6dKlWrFih6667TpK0bNkyXXHFFdq+fbuuvfbas26zurpa1dXVnunS0tKL+T0ASzh69KjuuusubdiwQREREWbHCQqvvfaaXn75Za1YsUJdunRRYWGhcnJylJqaqqysLLPjBZXa2lqNHTtWhmEoLy/P7Dj4l0YdLFhSUiJJio+PlyQVFBSotrbWa7iyU6dOSktL+9Fh4Llz5youLs5zadu2bWMioZlp1aqVQkJCzto9VFxcrOTkZJNSBa6CggIdP35cV199tRwOhxwOhzZv3qynnnpKDodDdXV1ZkcMODNmzPCMCnTr1k233HKLpk+fzoiLj31XAj7//HNt2LCB0YBm5KKLgNvtVk5Ojvr376+uXbtKkoqKihQWFnbWfp/zDQPPnDlTJSUlnsvRo0cvNhKaobCwMPXs2VMbN270zHO73dq4caP69u1rYrLAdP311+ujjz5SYWGh59KrVy9NmDBBhYWFCgkJMTtiwKmoqJDd7v1SGBISIrfbbVKi4PNdCTh48KDeeecdJSQkmB0JZ7joTw1kZ2dr37592rp1a6MChIeHKzw8vFG3geYtNzdXWVlZ6tWrl6655hotXLhQLpfL8ykCXLiYmBhP8f5OVFSUEhISzpqPCzNixAjNmTNHaWlp6tKli/bu3asFCxZo0qRJZkcLGOXl5Tp06JBn+vDhwyosLFR8fLxSUlL0H//xH9qzZ4/Wrl2ruro6zz+G8fHxCgsLMys2/uWiisCUKVO0du1abdmyRW3atPHMT05OVk1NjU6ePOk1KsAwsLX94he/0D//+U/Nnj1bRUVFuuqqq7Ru3bqzDiAEzPD0009r1qxZ+s1vfqPjx48rNTVVv/rVrzR79myzowWM3bt3a/DgwZ7p3NxcSVJWVpYeeOABrVmzRpJ01VVXef3ce++9p0GDBvkrJn5Eg4qAYRiaOnWq8vPztWnTJqWnp3st79mzp0JDQ7Vx40aNGTNGkrR//34dOXKEYWCLmzJliqZMmWJ2jKC0adMmsyMEtJiYGC1cuFALFy40O0rAGjRo0Hm/iZFvaWzeGlQEsrOztWLFCq1evVoxMTGe4Z24uDg5nU7FxcXp9ttvV25uruLj4xUbG6upU6eqb9++5/zEAAAAMFeDisB3H/f44VDOsmXLNHHiREnSE088IbvdrjFjxqi6ulpDhw7Vs88+65OwAADAtxq8a6A+ERERWrRo0Tm/cxoAADQvnHQIAAALowgAAGBhFAEAACyMIgAAgIVRBAAAsDCKAAAAFkYRAADAwigCAABYGEUAAAALowgAAGBhFAEAACyMIgAAgIVRBAAAsDCKAAAAFkYRAADAwigCAABYGEUAAAALowgAAGBhFAEAACyMIgAAgIVRBAAAsDCKAAAAFkYRAADAwigCAABYGEUAAAALowgAAGBhFAEAACyMIgAAgIVRBAAAsDCKAAAAFkYRAADAwigCAABYGEUAAAALowgAAGBhFAEAACzMYXaApmYYhud6dVmN3DUhJqbxrZryGs/1CleNHDYTwwQAwzBUqzrZbD/+QJW6amTY6iRJla5KOeT2V7ygVFVRoZqaCElSZWWp57E1i2EYCgk5dd7nQHNXXX1CYbbTr2uu6hNer3GoX92pClW6JUdoS9lsNp2oqTA7kulsRjN7FpWWliouLk4lJSWKjY1t9O1VfVOppb/b5oNkzdvwOIccAfzi1tQMGXozrEDH7SVmR4FpDF3Zfb3i4v5pdhCYxJD0oObooK3TOZfv63upWkVE+yWLq65OHbZ8JEn6dGA3RYX45p/Ui3kPDfpdA44wu+JDgvsNMj7EpuAZ52gap+SmBFic3X6KEmBx1Qr/0RLQwv2l4sMi/ZyoeQj6XQP2MIcGRIeoTlLy3b1lCwuet0zDMPRtRY1CQu2KDHOIAYEfV+2qkvI2SZJ+c+c0hUVFnHM9wzBU7apVuCNEoWEhAT2E3BwYhqGKyuNyhNoVERFj6uNZVVWqPXtXSpJ69dogZ0TjRxzNYBiGTlaflGwRigx1mh0noJTXVEgFJyRJ23ulKDo0yrMsPuxK2e1B/7/xOQV9EZBNstlsckgKiwmTPYiKgCSlxIabHSEghJyxrz82yqmI6PO8gMb4IZCFRMe2NzvCWcJC4xUW1sLsGBctKby12RECk71c0ukikBAepZgw/+wGaO6sWX8AAIAkigAAAJZGEQAAwMIoAgAAWBhFAAAACwv+Tw0AAPADZTUur+koRyQfHwQAwCqu3vWV13TnkKN6Z8BwS5YB6/3GAABLinJEqnPI0XMu+7iurVynrHneAUYEAACWYLfb9c6A4V5v+GU1rrNGB6yGIgAAsAy73c43Cv4AuwYAALAwigAAABZGEQAAwMIoAgAAWBhFAAAAC6MIBKEtW7ZoxIgRSk1Nlc1m06pVq85a55NPPtGNN96ouLg4RUVFqXfv3jpy5Ij/w6LJ1Pc8sNls57z84Q9/MCcwmkx9z4Xy8nJNmTJFbdq0kdPpVOfOnbV48WJzwsLvKAJByOVyqXv37lq0aNE5l3/66acaMGCAOnXqpE2bNunDDz/UrFmzFBER4eekaEr1PQ+++uorr8uf/vQn2Ww2jRkzxs9J0dTqey7k5uZq3bp1eumll/TJJ58oJydHU6ZM0Zo1a/ycFGbgewSCUGZmpjIzM390+e9+9zv97Gc/0/z58z3zOnTo4I9o8KP6ngfJycle06tXr9bgwYN1ySWXNHU0+Fl9z4UPPvhAWVlZGjRokCRp8uTJeu6557Rz507deOONfkoJszAiYDFut1tvvfWWLr/8cg0dOlSJiYnq06fPOXcfwDqKi4v11ltv6fbbbzc7CkzQr18/rVmzRl9++aUMw9B7772nAwcOaMiQIWZHgx9QBCzm+PHjKi8v12OPPaZhw4bp//2//6ef//znGj16tDZv3mx2PJjkhRdeUExMjEaPHm12FJjg6aefVufOndWmTRuFhYVp2LBhWrRokQYOHGh2NPgBuwYsxu12S5JGjhyp6dOnS5KuuuoqffDBB1q8eLF++tOfmhkPJvnTn/6kCRMmWOY4kaqqEq/p8PBYS5517jtPP/20tm/frjVr1qhdu3basmWLsrOzlZqaqoyMDLPjoYlRBCymVatWcjgc6ty5s9f8K664Qlu3bjUpFcz0/vvva//+/Xr11VfNjuI3e/Ze5zVdVdVGmcPes2QZqKys1H333af8/HwNHz5cknTllVeqsLBQf/zjHykCFmC9Z73FhYWFqXfv3tq/f7/X/AMHDqhdu3YmpYKZli5dqp49e6p79+5mR2lS4eGxqqpqc85lERFfqLq61M+Jmofa2lrV1taeVYJCQkI8I4gIbowIBKHy8nIdOnTIM3348GEVFhYqPj5eaWlpmjFjhn7xi19o4MCBGjx4sNatW6c333xTmzZtMi80fK6+54EklZaW6vXXX9fjjz9uVky/sdvtyhz2ntcbflVVyVmjA8GovufCT3/6U82YMUNOp1Pt2rXT5s2b9eKLL2rBggUmpoa/UASC0O7duzV48GDPdG5uriQpKytLy5cv189//nMtXrxYc+fO1bRp09SxY0f95S9/0YABA8yKjCZQ3/NAklauXCnDMDR+/HgzIvqd3W6X09nC7Bh+V99zYeXKlZo5c6YmTJigEydOqF27dpozZ45+/etfmxUZfkQRCEKDBg2SYRjnXWfSpEmaNGmSnxLBDBfyPJg8ebImT57sp0QwS33PheTkZC1btsyPidCccIwAAAAWRhEAAMDCKAIAAFgYRQAAAAujCAAAYGEUAQAALIwiAACAhVEEAACwML5QCJZT46rymg6LDLfkyWYAQKIIwIIW5D3pNZ0cGq/JM6dQBgBYEq98sISwyHAlh8afc1lR7QnVVFT7OREANA+MCMAS7Ha7Js+c4vWGX+OqOmt0AACshiIAy7Db7YqIdpodAwCaFXYNAABgYRQBAAAsjCIAAICFUQQAALAwigAAABZGEQAAwMIoAgAAWBhFAAAAC2uyIrBo0SK1b99eERER6tOnj3bu3NlUdwUAAC5SkxSBV199Vbm5ubr//vu1Z88ede/eXUOHDtXx48eb4u4AAMBFapKvGF6wYIHuuOMO3XbbbZKkxYsX66233tKf/vQn3XvvvU1xlxfEqKmT27R7R3Nj1NR5rtfW1speE2JiGpihpqbGc72urlJ1dWEmpoEZ6uoqPNcr6tyy19WdZ23fqahrPu9GPi8CNTU1Kigo0MyZMz3z7Ha7MjIytG3btrPWr66uVnX19yeCKS0t9XUkj68e2dFkt43AU6s6KeL09cefXGBuGJjCbq9V/wGnr+/YOcDcMDBFlcIl2wpJUvftn5mcxhw+3zXw9ddfq66uTklJSV7zk5KSVFRUdNb6c+fOVVxcnOfStm1bn+axhdoV1i7Wp7eJ4OCQXUnuOLNjwERut0MlJa3NjgEThatalxufmHb/18RFKdJu7nH7pp99cObMmcrNzfVMl5aW+rQM2Gw2tf71lTJqm88wDJqPyUY/nVKdbDab2VFgEsO4TyEhp3gOWNggw1C1wiUTngORdrvpzz2fF4FWrVopJCRExcXFXvOLi4uVnJx81vrh4eEKDw/3dQwvNptNtjD2/+LcQszvwzBd074Gofmz8quAz8cjwsLC1LNnT23cuNEzz+12a+PGjerbt6+v7w4AADRCk5Sg3NxcZWVlqVevXrrmmmu0cOFCuVwuz6cIAABA89AkReAXv/iF/vnPf2r27NkqKirSVVddpXXr1p11ACEAADCXzTAMw+wQZyotLVVcXJxKSkoUG8vR/gAAXKiLeQ/lXAMAAFgYRQAAAAujCAAAYGEUAQAALIwiAACAhVEEAACwMIoAAAAWRhEAAMDCKAIAAFgYRQAAAAujCAAAYGEUAQAALIwiAACAhTXJaYgb47uTIZaWlpqcBACAwPLde2dDTizc7IpAWVmZJKlt27YmJwEAIDCVlZUpLi7ugta1GQ2pDX7gdrt17NgxxcTEyGazmR3H50pLS9W2bVsdPXr0gs8VjabD9mg+2BbNC9uj+WjItjAMQ2VlZUpNTZXdfmF7/5vdiIDdblebNm3MjtHkYmNj+eNqRtgezQfbonlhezQfF7otLnQk4DscLAgAgIVRBAAAsDCKgJ+Fh4fr/vvvV3h4uNlRILZHc8K2aF7YHs1HU2+LZnewIAAA8B9GBAAAsDCKAAAAFkYRAADAwigCAABYGEUAAAALowg0kS+//FI333yzEhIS5HQ61a1bN+3evduz3DAMzZ49WykpKXI6ncrIyNDBgwdNTBy86urqNGvWLKWnp8vpdKpDhw56+OGHvU7KwfZoOlu2bNGIESOUmpoqm82mVatWeS2/kMf+xIkTmjBhgmJjY9WiRQvdfvvtKi8v9+NvERzOty1qa2t1zz33qFu3boqKilJqaqpuvfVWHTt2zOs22Ba+U9/fxpl+/etfy2azaeHChV7zfbE9KAJN4Ntvv1X//v0VGhqqt99+Wx9//LEef/xxtWzZ0rPO/Pnz9dRTT2nx4sXasWOHoqKiNHToUFVVVZmYPDjNmzdPeXl5euaZZ/TJJ59o3rx5mj9/vp5++mnPOmyPpuNyudS9e3ctWrTonMsv5LGfMGGC/va3v2nDhg1au3attmzZosmTJ/vrVwga59sWFRUV2rNnj2bNmqU9e/bojTfe0P79+3XjjTd6rce28J36/ja+k5+fr+3btys1NfWsZT7ZHgZ87p577jEGDBjwo8vdbreRnJxs/OEPf/DMO3nypBEeHm688sor/ohoKcOHDzcmTZrkNW/06NHGhAkTDMNge/iTJCM/P98zfSGP/ccff2xIMnbt2uVZ5+233zZsNpvx5Zdf+i17sPnhtjiXnTt3GpKMzz//3DAMtkVT+rHt8cUXXxg/+clPjH379hnt2rUznnjiCc8yX20PRgSawJo1a9SrVy/ddNNNSkxMVI8ePfT88897lh8+fFhFRUXKyMjwzIuLi1OfPn20bds2MyIHtX79+mnjxo06cOCAJOmvf/2rtm7dqszMTElsDzNdyGO/bds2tWjRQr169fKsk5GRIbvdrh07dvg9s5WUlJTIZrOpRYsWktgW/uZ2u3XLLbdoxowZ6tKly1nLfbU9mt3ZB4PBZ599pry8POXm5uq+++7Trl27NG3aNIWFhSkrK0tFRUWSpKSkJK+fS0pK8iyD79x7770qLS1Vp06dFBISorq6Os2ZM0cTJkyQJLaHiS7ksS8qKlJiYqLXcofDofj4eLZPE6qqqtI999yj8ePHe854x7bwr3nz5snhcGjatGnnXO6r7UERaAJut1u9evXSo48+Kknq0aOH9u3bp8WLFysrK8vkdNbz2muv6eWXX9aKFSvUpUsXFRYWKicnR6mpqWwP4Bxqa2s1duxYGYahvLw8s+NYUkFBgZ588knt2bNHNputSe+LXQNNICUlRZ07d/aad8UVV+jIkSOSpOTkZElScXGx1zrFxcWeZfCdGTNm6N5779W4cePUrVs33XLLLZo+fbrmzp0rie1hpgt57JOTk3X8+HGv5adOndKJEyfYPk3guxLw+eefa8OGDZ7RAIlt4U/vv/++jh8/rrS0NDkcDjkcDn3++ef67W9/q/bt20vy3fagCDSB/v37a//+/V7zDhw4oHbt2kmS0tPTlZycrI0bN3qWl5aWaseOHerbt69fs1pBRUWF7Hbvp3pISIjcbrcktoeZLuSx79u3r06ePKmCggLPOu+++67cbrf69Onj98zB7LsScPDgQb3zzjtKSEjwWs628J9bbrlFH374oQoLCz2X1NRUzZgxQ+vXr5fkw+3RiIMc8SN27txpOBwOY86cOcbBgweNl19+2YiMjDReeuklzzqPPfaY0aJFC2P16tXGhx9+aIwcOdJIT083KisrTUwenLKysoyf/OQnxtq1a43Dhw8bb7zxhtGqVSvj7rvv9qzD9mg6ZWVlxt69e429e/cakowFCxYYe/fu9RyJfiGP/bBhw4wePXoYO3bsMLZu3Wpcdtllxvjx4836lQLW+bZFTU2NceONNxpt2rQxCgsLja+++spzqa6u9twG28J36vvb+KEffmrAMHyzPSgCTeTNN980unbtaoSHhxudOnUylixZ4rXc7XYbs2bNMpKSkozw8HDj+uuvN/bv329S2uBWWlpq3HXXXUZaWpoRERFhXHLJJcbvfvc7rxc3tkfTee+99wxJZ12ysrIMw7iwx/6bb74xxo8fb0RHRxuxsbHGbbfdZpSVlZnw2wS2822Lw4cPn3OZJOO9997z3Abbwnfq+9v4oXMVAV9sD5thnPH1agAAwFI4RgAAAAujCAAAYGEUAQAALIwiAACAhVEEAACwMIoAAAAWRhEAAMDCKAIAAFgYRQAAAAujCAAAYGEUAQAALOz/A+kih4kfyrMGAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "print(\"Now define a 'map2B' where map2's first two columns are shifted down by 7 and 4, 4th column shifted down by 2\")\n",
    "map2B_Polys = list()\n",
    "for i,polly in enumerate(map2_Polys):\n",
    "    plotCenter(i,polly)\n",
    "    plotPoly(polly)\n",
    "plt.show()\n",
    "yOff = [-7, -7, -7, -7, -4, -4, -4, -4,0,0,0,0,-2,-2,-2,-2]\n",
    "for i,polly in enumerate(map2_Polys):\n",
    "    if i < 16:\n",
    "        newPoly = translate(polly,xoff=0, yoff=yOff[i])\n",
    "        map2B_Polys.append(newPoly)\n",
    "        plotPoly(newPoly)\n",
    "plotPoly(mapPoly)\n",
    "plt.show()\n",
    "    "
   ]
  },
  {
   "cell_type": "raw",
   "id": "251f316e-7cea-49c7-9d9c-af2c346f72e2",
   "metadata": {},
   "source": [
    "pt0 = Point(53,0)\n",
    "pt1 = Point(81,0)\n",
    "pt2 = Point(81,21)\n",
    "pt3 = Point(63,21)\n",
    "pt4 = Point(63,20)\n",
    "pt5 = Point(53,20)\n",
    "\n",
    "pt0 = Point(53,0)\n",
    "pt1 = Point(111,1)\n",
    "pt2 = Point(111,4)\n",
    "pt3 = Point(115,4)\n",
    "pt4 = Point(115,20)\n",
    "pt5 = Point(53,20)\n",
    "pt6 = Point(110,0)\n",
    "pt7 = Point(110,1) #newPoly = Polygon([pt0, pt6, pt7, pt1, pt2, pt3,pt4, pt5]).intersection(mapPoly)\n",
    "\n",
    "pt0 = Point(53,0)\n",
    "pt1 = Point(138,0)\n",
    "pt2 = Point(138,19)\n",
    "pt3 = Point(137,19)\n",
    "pt4 = Point(137,20)\n",
    "pt5 = Point(53,20)\n",
    "\n",
    "pt0 = Point(118,0)\n",
    "pt1 = Point(138,0)\n",
    "pt2 = Point(138,68)\n",
    "pt3 = Point(118,68)\n",
    "\n",
    "pt0 = Point(107,0)\n",
    "pt1 = Point(138,0)\n",
    "pt2 = Point(138,85)\n",
    "pt3 = Point(106,85)\n",
    "pt4 = Point(106,82)\n",
    "pt5 = Point(107,82)\n",
    "\n",
    "pt0 = Point(75,0)\n",
    "pt1 = Point(138,0)\n",
    "pt2 = Point(138,85)\n",
    "pt3 = Point(76,85)\n",
    "pt4 = Point(76,75)\n",
    "pt5 = Point(75,75)\n",
    "\n",
    "pt0 = Point(53,73)\n",
    "pt1 = Point(60,73)\n",
    "pt2 = Point(60,72)\n",
    "pt3 = Point(138,72)\n",
    "pt4 = Point(138,85)\n",
    "pt5 = Point(53,85)\n",
    "\n",
    "pt0 = Point(53,46)\n",
    "pt1 = Point(60,46)\n",
    "pt2 = Point(60,47)\n",
    "pt3 = Point(138,47)\n",
    "pt4 = Point(138,85)\n",
    "pt5 = Point(53,85)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 278,
   "id": "11748750-45a1-4f21-850b-0d41f71851ad",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "new poly has area 289.0\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pt0 = Point(53,46)\n",
    "pt1 = Point(60,46)\n",
    "pt2 = Point(60,47)\n",
    "pt3 = Point(138,47)\n",
    "pt4 = Point(138,85)\n",
    "pt5 = Point(53,85)\n",
    "\n",
    "#newPoly = Polygon([pt0, pt1, pt2, pt3]).intersection(mapPoly)\n",
    "newPoly = Polygon([pt0, pt1, pt2, pt3,pt4, pt5]).intersection(mapPoly)\n",
    "#newPoly = mapPoly  #only use this line for last district\n",
    "for polly in dPoly:\n",
    "    if newPoly.intersects(polly):\n",
    "        newPoly = newPoly.difference(polly)\n",
    "    plotPoly(polly)\n",
    "plotPoly(newPoly)\n",
    "plotPoly(mapPoly)\n",
    "print(\"new poly has area\",newPoly.area)\n",
    "plotPoly(Point(53,0).buffer(0.3))\n",
    "plt.show()\n",
    "if newPoly.area == 289:\n",
    "    dPoly.append(newPoly)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 287,
   "id": "2ab66877-2745-4e9f-868f-39280db8e9cc",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "map2B_Polys = dPoly.copy()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 286,
   "id": "1078c82b-aade-473d-a3a5-a2d1ca726b3a",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for polly in dPoly: #map2B_Polys:\n",
    "    plotPoly(polly.buffer(-0.1))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 289,
   "id": "68c04f83-31e5-4006-964c-9bb16a278e39",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "saving these 'square-map' district assignments with plan2B to a file\n"
     ]
    }
   ],
   "source": [
    "plan2D_B = list()  #already assigned x's, y's ...\n",
    "for p in range(nPixels*4):  \n",
    "    if pixelX4[p] >= leftX and pixelX4[p] < leftX + WIDTH:\n",
    "        if pixelY4[p] >= bottomY and pixelY4[p] < bottomY + WIDTH:\n",
    "            for d, polly in enumerate(map2B_Polys):\n",
    "                if polly.contains(Point(pixelX4[p], pixelY4[p]) ) :\n",
    "                    plan2D_B.append(d)\n",
    "print(\"saving these 'square-map' district assignments with plan2B to a file\")\n",
    "df = pd.DataFrame( {\"pixelNo\": mapPlist,\"pixelX\":mapX, \"pixelY\":mapY, \"pixelGOP\":mapGOP, \"plan1D\":plan1D, \"plan2D\":plan2D,\"plan2D_B\":plan2D_B} )\n",
    "outname = \"squareMapPixelDataB.csv\"\n",
    "outpath = \"../toy_HD_output/\"+outname\n",
    "df.to_csv(outpath)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "id": "b4178927-1262-4812-b322-cc6e69050dd2",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "7225 7225 25 25 nPixels, nDistricts check\n",
      "here is map 1\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "here is map 2\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "here is map 2B\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#STOP HERE FOR NIGHT 8/19 -- next up -- side-by-side plots of 2B vs. 2, place inhabitants A,B, C\n",
    "#then, move cities around to create different seat splits.  Revise the red background to be wavy + city-correlated + random\n",
    "#COLD RESTART\n",
    "# ASSIGNING R-D LEAN AND POP DENSITY FOR EACH PIXEL / PRECINCT\n",
    "# In August version, we're just pulling from what we captured in March\n",
    "infilename = \"squareMapPixelDataB.csv\"\n",
    "df2 = pd.read_csv(\"../toy_HD_output/\"+infilename)\n",
    "oldPixelNo = df2[\"pixelNo\"].to_list()\n",
    "pixelY = df2[\"pixelX\"].to_list()  # 8/17/23        #FLIPPING THESE VS USUAL -- NO LONGER MIRRORING ALONG Y=x\n",
    "pixelX = df2[\"pixelY\"].to_list()\n",
    "pixelGOP = df2[\"pixelGOP\"].to_list()\n",
    "plan1D = df2[\"plan1D\"].to_list()\n",
    "plan2D = df2[\"plan2D\"].to_list()\n",
    "plan2D_B = df2[\"plan2D_B\"].to_list()\n",
    "nDistricts = 1 + np.max(plan1D)\n",
    "nPixels = len(pixelGOP)\n",
    "print(nPixels,289*25,25,nDistricts, \"nPixels, nDistricts check\")\n",
    "pixelPoly = [Polygon([Point(pixelX[p]-0.5,pixelY[p]-0.5), Point(pixelX[p]+0.5,pixelY[p]-0.5),\n",
    "                      Point(pixelX[p]+0.5,pixelY[p]+0.5), Point(pixelX[p]-0.5,pixelY[p]+0.5) ]) for p in range(nPixels)]\n",
    "dPoly1, dPoly2, dPoly2B = [\"nil\" for d in range(nDistricts)],[\"nil\" for d in range(nDistricts)],[\"nil\" for d in range(nDistricts)]\n",
    "dPolyList = [dPoly1, dPoly2, dPoly2B]\n",
    "mapName = [\"1\", \"2\", \"2B\"]\n",
    "\n",
    "for m, mapD in enumerate([plan1D, plan2D, plan2D_B]):\n",
    "    dList = dPolyList[m]\n",
    "    for p in range(nPixels):\n",
    "        dNo = mapD[p]\n",
    "        if dList[dNo] == \"nil\":\n",
    "            dList[dNo] = pixelPoly[p]\n",
    "        else:\n",
    "            dList[dNo] = dList[dNo].union(pixelPoly[p])\n",
    "    print(\"here is map\",mapName[m])\n",
    "    for d in range(nDistricts):\n",
    "        plotPoly(dList[d])\n",
    "        plotCenter(d,dList[d])\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "id": "2fb6d306-cf00-4b5f-9528-03f5a26fa2da",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Now, create Wisconsin's NE panhandle out of district 21\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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bc3Lf9jUvqKSk/Og+NPaWGyTpOmOUDoQHfNx1drRr+g9eGOaqihMhYQSKxRKKxys973eAly5JUtfH5pRKo1WKRwe+/aOfisaA2MC7wj1RdUfflySVlpWqPFI2cOOKMTl6A0o7RukPnsfLyyJKxKP+FjTiDPzACwcyCgfcvu2ycQqX2YP9wLFrdBur99trLDcAAAArQgIAALAiJAAAACtCAgAAsCIkAAAAK0ICAACwIiQAAAArQgIAALAiJAAAACtCAgAAsCIkAAAAK0ICAACwIiQAAAArQgIAALDip6ILwHVdpVLJAfcbY5ROpyVJ4XDfb553d7cOV3kAAAwKIcFjruvql5vOUyz2n36XAgBAXlhu8FgqlcwrIHR3n6BotMLDigAAGBpmEgro9GlbFYsljrrettzwoWi0QoEA2Q0A4D9Cgke6uloVDPb0O7cgFksoHq/0rygAAPJASMiDMSa73bRjlo+VAADgPea185DJhNTa+hnrPs4tAAAUO2YS8uA4jn774hwFAr26/vrrFYlEsvs4twAAUOwICXlz5LphxeOV/UICAADFjre6AADAipAAAACsCAkAAMCKkAAAAKwICQAAwIqQAAAArAgJAADAipAAAACsCAkAAMCKb1wEAIxBRnGl1NnRJsl8auuPi5eUyxkjX7tPSAAAjC3G6J8i39f0wGvSmtwPfzV8sqYs/dcxERRG/z0EAOBj4kr1BYQhOin9iro62zysaORiJgEAMKY4jpPd7rz6Bal0/KCO6+po0/g1UwtV1ohESAAAjFklpeVSWcLvMkYsQgIAADnq7MlIPb2Db1ukCAkAAOToS3f/Wl2K+V1GwXHiIgAAgxAPB/M6fvqkcXn3MdyYSQAAYBA+fsLj7lsapEhpTsfHw8F+fRQDQgIAADkqiYSkyOh/CWW5AQAAWBESAACAFSEBAABYERIAAIDV6D/rAgAAvxkjpTuHdmy4RPLpUxGEBAAACskY6cdzpANNQzu+7izp8k2+BAWWGwAAKKR059ADgiQdeH7osxB5YiYBAIDh8tdvSJGSwbXt6ZTu+W+FredTEBIAABgukZKcv6nRTyw3AAAAK0ICAACwIiQAAAArQgIAALAiJAAAACtCAgAAsCIkAAAAK0ICAACwIiQAAAArQgIAALAiJAAAACtCAgAAsMo5JGzbtk3z5s1TbW2tHMfRhg0b+u03xujWW2/VhAkTFI/H1dDQoNdff71fm5aWFjU2NqqiokKVlZW64oor1N7entcdAQAA3so5JHR0dOjUU0/VAw88YN1/9913a/Xq1Vq7dq2amppUWlqqOXPmqLu7O9umsbFRL7/8sjZv3qyNGzdq27ZtWrhw4dDvBQAA8FzOPxU9d+5czZ0717rPGKNVq1bplltu0UUXXSRJeuSRR1RdXa0NGzZo/vz5evXVV7Vp0ybt3LlT06dPlyTdf//9uuCCC3TPPfeotrb2qH5TqZRSqVT2cjKZzLVsAACQI0/PSdi/f7+am5vV0NCQvS6RSGjGjBnavn27JGn79u2qrKzMBgRJamhoUCAQUFNTk7XflStXKpFIZP/q6uq8LBsAAFh4GhKam5slSdXV1f2ur66uzu5rbm7W8ccf329/KBRSVVVVts0nLV26VK2trdm/AwcOeFk2AACwyHm5wQ/RaFTRaNTvMgAAGFM8nUmoqamRJB06dKjf9YcOHcruq6mp0eHDh/vt7+3tVUtLS7YNAADwn6chob6+XjU1NdqyZUv2umQyqaamJs2cOVOSNHPmTB05ckS7d+/Ottm6datc19WMGTO8LAcAAOQh5+WG9vZ2vfHGG9nL+/fv1969e1VVVaWJEydq8eLFuv322zV58mTV19dr2bJlqq2t1cUXXyxJOumkk3T++efryiuv1Nq1a5VOp7Vo0SLNnz/f+skGAADgj5xDwq5du3TeeedlLy9ZskSStGDBAj300EO68cYb1dHRoYULF+rIkSOaNWuWNm3apFgslj1m/fr1WrRokWbPnq1AIKBLLrlEq1ev9uDuAAAAr+QcEs4991wZYwbc7ziOli9fruXLlw/YpqqqSo8++miuNw0AAIZRUXy6Acfmuq66OlKf3vAYurs/Or67q0OOCebRm1Em0/cNm8FgTJIzuKOMUW+PK0kKRQJynMEdlw9jjGTSed1Wd09ndru1s0tueuin+hhJXW7fGMQDgUGOnGRk1PvBF46FolE5gz5y6IwxCgbCeY1dZ1fmo+2OtNozx2j8qfVIXem+DuLhoAZdlpFMum/MnXBgsA/XvBhj1Cs3v8ddR0olH2ynO1rVIzefiqR0V99mOK5c/s+m0719h4VDw/J/VsYorN78bqvjv7yrZ5QjJBQ513V1z+33q9N937M+d+7+ioLBXs/6G+26FZWcvpmx6S+843M1RabX1YcLkV++51lfSyk2cXXr1Q8GL7HmFN/q4MPpoxu/AlnkujpSngaEiorDCgQICLmIKqXPmVf9LqM4BR25lRG/qyhKXYpqp/s5v8sobpFyqWS831WMaMwkjCLXXnW9Skpjn95wAMYYBYO9cpy78qykOJYbOts69fCS70iSFty7TiVlJZ9yxMCeMUYpxfKuuViWG3raO3VkdV8wOu76LyhcPvSxM2cZKZPf1LtUPMsNqfZu3bvmPknSddf8paJ5/J+V+YpS6vbg/0pxLDf0dLSqbM2pfdtX71KktDK/DkvGSwHeKx8LIWEUKSmNqbQ87ncZH6gY2mGl3lZxLG5vQG5v3xNELD5OsdL8btyrka8c6oF51p+LnoxR6oPzB0pjIUXi4WG77WMp97uAQQjJVdjpCyWJ0phiZfk+coYe0Lzg23JD6XFS2Ti/bl362LlInrYdYQgJAADk6p7/5ncFw4J5FgAABiNcItWdNfTj687q66OIMJMAAMBgOI50+SYpPcTlg3CJBn+yzMhASAAAYLAcR4oM48lTPmO5AQAAWBESAACAFSEBAABYERIAAIAVJy4CAFBoxuT+qYgR8CVMhAQAAArJGOnHc6QDTX5XkjOWGwAAKKR0Z34BwccvYWImAQCA4fLXb0iRHF/wffwSJkICAADDJVJSVF/GxHIDAACwIiQAAAArQgIAALAiJAAAACtCAgAAsCIkAAAAK0ICAACwIiQAAAArQgIAALAiJAAAACtCAgAAsCIkAAAAK0ICAACwIiQAAAArQgIAALAiJAAAACtCAgAAsCIkAAAAK0ICAACwIiQAAAArQgIAALAiJAAAACtCAgAAsCIkAAAAK0ICAACwIiQAAAArQgIAALAiJAAAACtCAgAAsCIkAAAAK0ICAACwIiQAAAArQgIAALAiJAAAACtCAgAAsCIkAAAAK0ICAACwIiQAAAArQgIAALAiJAAAACtCAgAAsCIkAAAAK0ICAACwIiQAAAArQgIAALAiJAAAACtCAgAAsCIkAAAAK0ICAACwIiQAAAArQgIAALAiJAAAACtCAgAAsCIkAAAAK0ICAACwIiQAAAArQgIAALAiJAAAACtCAgAAsCIkAAAAq5DfBYwWqY5uuT2ZvPowxqhbRo7jDPqYrs7u7HZbR0q9YzX3GaO4UjmNXbq986Ptthal1X2M1qOXkVGXHCmHsetp78pud3R2KB10C1HaiGeMUTStnB53mc5UdjuVTEq9qWO0HsWMkRM61vOdkdIfPM7CcUmO0h2tigxXfZBESMiLMSa7/Q/33etjJX3+6fs75Zig32UUDWPS2e1/XHK1j5UUn6AT1p+euESS1LFqnzp8rqeYpJWRYn3bP1i3xt9ifGN0uX6miXo3p6MICMNvjL7t9EZIQVW7Cb/LkCSFeiokwz9nbkJygrV+F1GUMiat/9f9n36XUZRCCoyY5w2/hNWbc0D4uOZIvcIlY3sMh4vnMwmZTEbf+9739JOf/ETNzc2qra3Vt7/9bd1yyy3ZaSVjjG677Tb96Ec/0pEjR3TOOedozZo1mjx5stflFJTjOPpqzxnqlauaG6fLiQz9XXxnR49af/CCJCn63dNUUjr4zGyMkWOCOU15jiZdHUmN/59TJUmd176gkpLyQR9rzHRJaTkam2PX2dWiczdeIkn65deeVDxWNehjjTEKBcJj9nHX2fa+3ps9T5L02U2/UEn5uEEf++fmNPUqM2bHzm1rkf7XDyVJ3Qt3K1Ax3tLq6OWGD1WXJOQEeFM0HDwPCXfddZfWrFmjhx9+WFOnTtWuXbv0ne98R4lEQtddd50k6e6779bq1av18MMPq76+XsuWLdOcOXP0yiuvKBaLeV1SQTlyFFZQ0bK4AnmEhIwCCqvv+ERpXKVlUa9KHPXCTkThQN+6bri0TOGyCp8rKh7hkFFvqG/ZrKK0UiUlgw8JY53p7ZEyPZKkQEWpQonBh1NJCheiqCLhqje7HSmpVKBs8AELw8vzkPBv//Zvuuiii3ThhRdKkk488UT99Kc/1Y4dOyT1vftYtWqVbrnlFl100UWSpEceeUTV1dXasGGD5s+f73VJg2KMkUnndvKVyfNERQAARjLPQ8LZZ5+tdevW6bXXXtPnPvc5vfjii3ruued07719J/bt379fzc3NamhoyB6TSCQ0Y8YMbd++3RoSUqmUUqmPzgBOJpOe1myM0f9b+1v1vOVtvwAAFDPPQ8LNN9+sZDKpKVOmKBgMKpPJaMWKFWpsbJQkNTc3S5Kqq6v7HVddXZ3d90krV67U97//fa9LzTJpN6+AEJlUISfM+hgAYHTxPCQ8/vjjWr9+vR599FFNnTpVe/fu1eLFi1VbW6sFCxYMqc+lS5dqyZIl2cvJZFJ1dXVeldzPhFtm5HwCohMOjNkTkAAAo5fnIeGGG27QzTffnF02OOWUU/TWW29p5cqVWrBggWpqaiRJhw4d0oQJE7LHHTp0SKeddpq1z2g0qmh0eE7kcyLBvE5ABABgtPB8jryzs1OBT3w0JRgMynX7Tgqsr69XTU2NtmzZkt2fTCbV1NSkmTNnel0OAAAYIs9nEubNm6cVK1Zo4sSJmjp1ql544QXde++9uvzyyyX1fbfA4sWLdfvtt2vy5MnZj0DW1tbq4osv9rocAAAwRJ6HhPvvv1/Lli3TNddco8OHD6u2tlZ/8Rd/oVtvvTXb5sYbb1RHR4cWLlyoI0eOaNasWdq0aVPRfUcCAACjmechoby8XKtWrdKqVasGbOM4jpYvX67ly5d7ffMAAMAjfG4PAABYERIAAIAVIQEAAFgREgAAgBUhAQAAWBESAACAFSEBAABYERIAAIAVIQEAAFh5/o2LAAAUinFddXW3+F1Gbno6JcdR3Bg5fteSI0ICAKAoGNfVtx6Zrr1O2u9ScndinaZ1d+vhIgsKLDcAAIpCV3dLcQaED7wQi6nLKaaIwEwCAKAI/cuFP1e8pMrvMgalq7dL5z51Qd8FQgIAAIUVL6lSSclxfpcxOOlOvysYMkICAGDYGUldjiO3q0WByOCO6eosshMWRwFCAgBgWBljtGBCtfbGotL/vcTvcnAMnLgIABhWXQGnLyAM0TQTUTxWHOcjFDtmEgAAw+tjJ+9tPf9JlZaPy+nweKxKToD3uMOBkAAA8E08XqWSkvF+l4EBEMUAAIAVIQEAAFgREgAAgBUhAQAAWBESAACAFSEBAABYERIAAIAVIQEAAFgREgAAgBUhAQAAWBESAACAFSEBAABYERIAAIAVIQEAAFgREgAAgBUhAQAAWBESAACAFSEBAABYERIAAIAVIQEAAFgREgAAgBUhAQAAWIX8LmCkMT0ZuTke44QDchynIPUAAOAXQsInvHt7U87HRCZV6DNXfYGgAAAYVVhuUN9MQGRSxZCP73krKZPOdf4BAICRjZkESY7j6DNXfSHnF3rTkxnSzAMAAMWAkPABx3HkRII5HcPcAQBgNGO5AQAAWBESAACAFSEBAABYERIAAIAVIQEAAFgREgAAgBUhAQAAWBESAACAFSEBAABYERIAAIAVIQEAAFgREgAAgBUhAQAAWBESAACAFSEBAABYERIAAIAVIQEAAFgREgAAgBUhAQAAWIX8LgBH6+xID/lYY6SudEaSFA8H5TheVTVydbanFXWjykhKd7QrbYZ4p42R0t192+GYxsLgpbvaFcpEJEltnR1Ku9Eh99Xd2yVJioXintT2ScYYBTM9ckbIv0tXe0t2O9PSot7eIXZkjNzuvsddIDY2HneZthZFe4xSYb8rwachJIxAqR+8oJQX/XjQRzEwxujx9p+pJWOk2/b5XU7R+XP9vSTpn3b8XtLv/S3mUyRaf6/TX7hXI+1l9ODcr/ldQtH535J+d4Jkvm78LgXHwHLDCBEvCevNob+JG9MyUl9AwKjXmvhDuYGI32XAI1P+UxL/dUc0ZhJGiEAgoFm3naOuzqEvNUhjc7mhpz0tfW+HJGnBbacqWjbEOcwxuNwg9c3EdDlO3ve3kMsNPa0devzvXpEk1W76hSKJUs9vYyiMMYr1Kr8lkDG43NDR9r4Onj9PUp5jh4IjJIwggUBApWX5TyeUeVDLSOa6rtIdHy0Am4+9EwmXlStcns87zUQexxYvL96bJ1TuQS92qY9l59LycYomCndbKLwgrzxFg38qFBXXdfX4Xz+n/+oc6lliAIDB4pwEFJV0R++AAWF8SUjhUnIvAHiFZ1QUrQW3nalw2UcT5eHSkAIBci8AeIWQgKIVLosomtf5BwCAY+FtFwAAsCIkAAAAK0ICAACwIiQAAAArQgIAALAiJAAAhlV3psu6jZGHkAAAAKwKEhLeeecdffOb39T48eMVj8d1yimnaNeuXdn9xhjdeuutmjBhguLxuBoaGvT6668XohQAwAgTC8at2xh5PA8J77//vs455xyFw2H98pe/1CuvvKJ/+Id/0Lhx47Jt7r77bq1evVpr165VU1OTSktLNWfOHHV/8EtoAADAf55/4+Jdd92luro6Pfjgg9nr6uvrs9vGGK1atUq33HKLLrroIknSI488ourqam3YsEHz58/3uiQARcZ1XaVbO7KXe5Idx2iNYtbV/n52u6R8HF+tPsJ4HhKefvppzZkzR9/4xjf07LPP6rOf/ayuueYaXXnllZKk/fv3q7m5WQ0NDdljEomEZsyYoe3bt1tDQiqVUiqVyl5OJpNelw1ghHBdV48t/JneD1X7XQqGwXuz52W3D9SXqeH/NBEURhDP/yXefPNNrVmzRpMnT9Yzzzyjq6++Wtddd50efvhhSVJzc7Mkqbq6/xNAdXV1dt8nrVy5UolEIvtXV1fnddkARoh0a8eAAWFcb7PCidJhrgheKykfpwP1ZUddX7e/XZ1t71uOgF88n0lwXVfTp0/XHXfcIUmaNm2aXnrpJa1du1YLFiwYUp9Lly7VkiVLspeTySRBARgDvrX0ZEUqPgoF4UQp7zJHgUAgoIb/05QNBF3t7/ebUcDI4XlImDBhgk4++eR+15100kn6+c9/LkmqqamRJB06dEgTJkzItjl06JBOO+00a5/RaFTRaNTrUgGMcJGKUkXHlftdBgogEAioLDHe7zLwKTyP5Oecc4727dvX77rXXntNkyZNktR3EmNNTY22bNmS3Z9MJtXU1KSZM2d6XQ4AABgiz2cSvvvd7+rss8/WHXfcoUsvvVQ7duzQunXrtG7dOkmS4zhavHixbr/9dk2ePFn19fVatmyZamtrdfHFF3tdDgAAGCLPQ8IXv/hFPfXUU1q6dKmWL1+u+vp6rVq1So2Njdk2N954ozo6OrRw4UIdOXJEs2bN0qZNmxSLxbwuBwAADJHnIUGSvvrVr+qrX/3qgPsdx9Hy5cu1fPnyQtw8AADwAKcJ58MMsA0AwChASMiDSWes2wAAjAaEBAAAYEVIyIMTDlq3AQAYDQgJ+XAG2AYAYBQgJAAAACtCAgAAsCIkAAAAK0ICAACwKsg3Lo5Fpicj1+8iPOCEA3IczsIEABASPPPu7U1+l+CJyKQKfeaqLxAUAAAsN+TDCQcUmVThdxme6nkrKZMeDXMiAIB8MZOQB8dx9JmrvjAqXlRNT2bUzIYAALxBSMiT4zhyIsX/bYvFH3MAAF5juQEAAFgREgAAgBUhAQAAWBESAACAFSEBAABYERIAAIAVIQEAAFgREgAAgBUhAQAAWPGNizjKSP5FS9OTyW6nezIKpDLHaD12GGPU29P3rxaKFPcveaZ7Pnr0ud1dcjuH+RtNjZHb3S1JCsRiUhGPZbEwXV3Z7e5MlwLpTh+r8V5Xb9enNxqhCAk4ykj+DYdeY7LbD//tdh8rwXD4/ez/rqDb43cZGEbn//x8pSIEs5GC5QZIKp5ftAxKqgryBDIWJFp/rwABYUz53QlSKux3FYUz7fhpiofifpeRE8eYj701KxLJZFKJREKtra2qqBj5L2zFwhhTFL9oaYxRxqiop9S9NpqWG6S++xPMpPy5Hyw3+MIYo+7w6P5/HQ/FR8T9y+U1lOUGZBXTL1oWR5XDKxLzuwKv+ff0FCgt9e22xzJGfeRhuQEAAFgREgAAgBUhAQAAWBESAACAFSEBAABYERIAAIAVIQEAAFgREgAAgBUhAQAAWBESAACAFSEBAABYERIAAIAVIQEAAFgREgAAgBUhAQAAWBESAACAFSEBAABYhfwuYCiMMZKkZDLpcyUAABSXD187P3wtPZaiDAltbW2SpLq6Op8rAQCgOLW1tSmRSByzjWMGEyVGGNd1dfDgQZWXl8txHF9rSSaTqqur04EDB1RRUeFrLWMFYz78GPPhx5gPv7Ey5sYYtbW1qba2VoHAsc86KMqZhEAgoBNOOMHvMvqpqKgY1Q+qkYgxH36M+fBjzIffWBjzT5tB+BAnLgIAACtCAgAAsCIk5Ckajeq2225TNBr1u5QxgzEffoz58GPMhx9jfrSiPHERAAAUHjMJAADAipAAAACsCAkAAMCKkAAAAKwICQAAwIqQkKcHHnhAJ554omKxmGbMmKEdO3b4XdKosHLlSn3xi19UeXm5jj/+eF188cXat29fvzbd3d269tprNX78eJWVlemSSy7RoUOHfKp49LnzzjvlOI4WL16cvY4x994777yjb37zmxo/frzi8bhOOeUU7dq1K7vfGKNbb71VEyZMUDweV0NDg15//XUfKy5umUxGy5YtU319veLxuP7wD/9Qf/d3f9fvx44Y848xGLLHHnvMRCIR8+Mf/9i8/PLL5sorrzSVlZXm0KFDfpdW9ObMmWMefPBB89JLL5m9e/eaCy64wEycONG0t7dn21x11VWmrq7ObNmyxezatcucddZZ5uyzz/ax6tFjx44d5sQTTzRf+MIXzPXXX5+9njH3VktLi5k0aZL59re/bZqamsybb75pnnnmGfPGG29k29x5550mkUiYDRs2mBdffNF87WtfM/X19aarq8vHyovXihUrzPjx483GjRvN/v37zRNPPGHKysrMfffdl23DmH+EkJCHM88801x77bXZy5lMxtTW1pqVK1f6WNXodPjwYSPJPPvss8YYY44cOWLC4bB54oknsm1effVVI8ls377drzJHhba2NjN58mSzefNm8+UvfzkbEhhz7910001m1qxZA+53XdfU1NSYv//7v89ed+TIERONRs1Pf/rT4Shx1LnwwgvN5Zdf3u+6P/mTPzGNjY3GGMb8k1huGKKenh7t3r1bDQ0N2esCgYAaGhq0fft2HysbnVpbWyVJVVVVkqTdu3crnU73G/8pU6Zo4sSJjH+err32Wl144YX9xlZizAvh6aef1vTp0/WNb3xDxx9/vKZNm6Yf/ehH2f379+9Xc3NzvzFPJBKaMWMGYz5EZ599trZs2aLXXntNkvTiiy/queee09y5cyUx5p9UlL8CORK89957ymQyqq6u7nd9dXW1fve73/lU1ejkuq4WL16sc845R5///OclSc3NzYpEIqqsrOzXtrq6Ws3NzT5UOTo89thj2rNnj3bu3HnUPsbce2+++abWrFmjJUuW6G/+5m+0c+dOXXfddYpEIlqwYEF2XG3PM4z50Nx8881KJpOaMmWKgsGgMpmMVqxYocbGRklizD+BkIAR79prr9VLL72k5557zu9SRrUDBw7o+uuv1+bNmxWLxfwuZ0xwXVfTp0/XHXfcIUmaNm2aXnrpJa1du1YLFizwubrR6fHHH9f69ev16KOPaurUqdq7d68WL16s2tpaxtyC5YYhOu644xQMBo86s/vQoUOqqanxqarRZ9GiRdq4caN+/etf64QTTsheX1NTo56eHh05cqRfe8Z/6Hbv3q3Dhw/r9NNPVygUUigU0rPPPqvVq1crFAqpurqaMffYhAkTdPLJJ/e77qSTTtLbb78tSdlx5XnGOzfccINuvvlmzZ8/X6eccoouu+wyffe739XKlSslMeafREgYokgkojPOOENbtmzJXue6rrZs2aKZM2f6WNnoYIzRokWL9NRTT2nr1q2qr6/vt/+MM85QOBzuN/779u3T22+/zfgP0ezZs/Xv//7v2rt3b/Zv+vTpamxszG4z5t4655xzjvpo72uvvaZJkyZJkurr61VTU9NvzJPJpJqamhjzIers7FQg0P+lLxgMynVdSYz5Ufw+c7KYPfbYYyYajZqHHnrIvPLKK2bhwoWmsrLSNDc3+11a0bv66qtNIpEw//Iv/2Lefffd7F9nZ2e2zVVXXWUmTpxotm7danbt2mVmzpxpZs6c6WPVo8/HP91gDGPutR07dphQKGRWrFhhXn/9dbN+/XpTUlJifvKTn2Tb3HnnnaaystL88z//s/ntb39rLrroojH7cTwvLFiwwHz2s5/NfgTyySefNMcdd5y58cYbs20Y848QEvJ0//33m4kTJ5pIJGLOPPNM8/zzz/td0qggyfr34IMPZtt0dXWZa665xowbN86UlJSYr3/96+bdd9/1r+hR6JMhgTH33i9+8Qvz+c9/3kSjUTNlyhSzbt26fvtd1zXLli0z1dXVJhqNmtmzZ5t9+/b5VG3xSyaT5vrrrzcTJ040sVjM/MEf/IH527/9W5NKpbJtGPOPOMZ87GumAAAAPsA5CQAAwIqQAAAArAgJAADAipAAAACsCAkAAMCKkAAAAKwICQAAwIqQAAAArAgJAADAipAAAACsCAkAAMDq/wNPd/lWr28ysQAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "print(\"Now, create Wisconsin's NE panhandle out of district 21\")\n",
    "pt0 = Point(82,97)\n",
    "pt1 = Point(85,97)\n",
    "pt2 = Point(85,106)\n",
    "pt3 = Point(82,106)\n",
    "Epoly = Polygon([pt0, pt1, pt2, pt3])\n",
    "newEpoly = translate(Epoly,xoff=3, yoff=-2)\n",
    "pt0 = Point(0,132)\n",
    "pt1 = Point(5,132)\n",
    "pt2 = Point(5,138)\n",
    "pt3 = Point(0,138)\n",
    "NWpoly = Polygon([pt0, pt1, pt2, pt3])\n",
    "newNWpoly = translate(NWpoly,xoff=13, yoff=6)\n",
    "pt0 = Point(0,53)\n",
    "pt1 = Point(11,53)\n",
    "pt2 = Point(11,56)\n",
    "pt3 = Point(0,56)\n",
    "Wpoly = Polygon([pt0, pt1, pt2, pt3])\n",
    "pt0 = Point(-3,69)\n",
    "pt1 = Point(0,69)\n",
    "pt2 = Point(0,80)\n",
    "pt3 = Point(-3,80)\n",
    "newWpoly = Polygon([pt0, pt1, pt2, pt3])\n",
    "oldPolys = [Epoly, NWpoly, Wpoly]\n",
    "newPolys = [newEpoly, newNWpoly, newWpoly]\n",
    "\n",
    "for dList in dPolyList:\n",
    "    for d in range(nDistricts):\n",
    "        plotPoly(dList[d])\n",
    "        plotCenter(d,dList[d])\n",
    "    for polly in oldPolys+newPolys:\n",
    "        plotPoly(polly)\n",
    "    plt.show()\n",
    "    \n",
    "for dList in dPolyList:\n",
    "    for pNo,polly in enumerate(oldPolys):\n",
    "        for d in range(nDistricts):\n",
    "            if dList[d].contains(polly.centroid):\n",
    "                dList[d] = dList[d].difference(polly)\n",
    "                dList[d] = dList[d].union(newPolys[pNo])\n",
    "    for d in range(nDistricts):\n",
    "        plotPoly(dList[d])\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "id": "7e5994e7-28a7-429e-833e-a54feeff7231",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "blueAreas = \"mud\"\n",
    "for p in range(nPixels):\n",
    "    if pixelGOP[p] < 0.5:\n",
    "        if blueAreas == \"mud\":\n",
    "            blueAreas = pixelPoly[p]\n",
    "        else:\n",
    "            blueAreas = blueAreas.union(pixelPoly[p])\n",
    "fillPlotColor(blueAreas,[0.5,0.5,0.9])\n",
    "rLean2 = [0.]*nDistricts  #NOTE - THE BELOW ONLY WORKS BECAUSE WE HAVE NO BLUE IN TRANSLATED AREAS\n",
    "rLean2B = [0.]*nDistricts\n",
    "for polly in dPolyList[1]:\n",
    "    plotPoly(polly)\n",
    "for dNo,polly in enumerate(dPolyList[1]):\n",
    "    demPct = polly.intersection(blueAreas).area / polly.area\n",
    "    rLean2[dNo] = (0.5 - blueshift)*demPct + (0.5 + redshift) * (1.-demPct)\n",
    "    FS = 7\n",
    "    if rLean2[dNo] < 0.5:\n",
    "        FS=12\n",
    "    plotCenter(r3(rLean2[dNo]),polly,FS)\n",
    "plt.show()\n",
    "for i, geo in enumerate(blueAreas.geoms):\n",
    "    fillPlotColor(blueAreas,[0.5,0.5,0.9])\n",
    "    plotCenter(i,geo,10)\n",
    "for polly in dPolyList[2]:\n",
    "    plotPoly(polly)\n",
    "for dNo,polly in enumerate(dPolyList[2]):\n",
    "    demPct = polly.intersection(blueAreas).area / polly.area    \n",
    "    rLean2B[dNo] = (0.5 - blueshift)*demPct + (0.5 + redshift) * (1.-demPct)    \n",
    "    FS = 7\n",
    "    if rLean2B[dNo] < 0.5:\n",
    "        FS=12\n",
    "    plotCenter(r3(rLean2B[dNo]),polly,FS)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "id": "4aba7f65-38b0-48e9-9fc9-3974915501d8",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#patching minor holes\n",
    "oldBlues = list()\n",
    "newBlues = list()\n",
    "for i,geo in enumerate(blueAreas.geoms):\n",
    "    if i < 12 and i >=8:\n",
    "        plotPoly(geo)\n",
    "        plotCenter(i,geo)\n",
    "        if i ==8:\n",
    "            newBlues.append(translate(geo,xoff=1,yoff=0))\n",
    "            oldBlues.append(geo)\n",
    "        if i ==10:\n",
    "            newBlues.append(translate(geo,xoff=0,yoff=1))\n",
    "            oldBlues.append(geo)\n",
    "        if i == 11:\n",
    "            newBlues.append(translate(geo,xoff=-1,yoff=0))\n",
    "            oldBlues.append(geo)     \n",
    "for geo in newBlues:\n",
    "    plotPoly(geo)\n",
    "plt.show()\n",
    "oldBlueAreas = blueAreas\n",
    "for geo in oldBlues:\n",
    "    blueAreas = blueAreas.difference(geo)\n",
    "for geo in newBlues:\n",
    "    blueAreas = blueAreas.union(geo)\n",
    "plotPoly(blueAreas)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "id": "d05df1cc-7bc9-4a7c-9e00-a53b8030aa08",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#another patch\n",
    "oldBlueAreas = blueAreas\n",
    "for i,geo in enumerate(blueAreas.geoms):\n",
    "    if i == 3:\n",
    "        oldgeo = geo\n",
    "        newgeo = translate(oldgeo,xoff=-1,yoff=0)\n",
    "        blueAreas = blueAreas.difference(oldgeo)\n",
    "        blueAreas=blueAreas.union(newgeo)\n",
    "for i,geo in enumerate(blueAreas.geoms):\n",
    "    plotPoly(geo)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "id": "d45a344d-a365-48f2-a683-5f0f2f158a87",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "rLean2 = [0.]*nDistricts  #NOTE - THE BELOW ONLY WORKS BECAUSE WE HAVE NO BLUE IN TRANSLATED AREAS\n",
    "rLean2B = [0.]*nDistricts\n",
    "for i, geo in enumerate(blueAreas.geoms):\n",
    "    fillPlotColor(blueAreas,[0.5,0.5,0.9])\n",
    "    plotCenter(i,geo,7)\n",
    "for polly in dPolyList[1]:\n",
    "    plotPoly(polly)\n",
    "for dNo,polly in enumerate(dPolyList[1]):\n",
    "    demPct = polly.intersection(blueAreas).area / polly.area\n",
    "    rLean2[dNo] = (0.5 - blueshift)*demPct + (0.5 + redshift) * (1.-demPct)\n",
    "    FS = 7\n",
    "    if rLean2[dNo] < 0.5:\n",
    "        FS=12\n",
    "    plotCenter(r3(rLean2[dNo]),polly,FS)\n",
    "plt.show()\n",
    "for i, geo in enumerate(blueAreas.geoms):\n",
    "    fillPlotColor(blueAreas,[0.5,0.5,0.9])\n",
    "for polly in dPolyList[2]:\n",
    "    plotPoly(polly)\n",
    "for dNo,polly in enumerate(dPolyList[2]):\n",
    "    demPct = polly.intersection(blueAreas).area / polly.area    \n",
    "    rLean2B[dNo] = (0.5 - blueshift)*demPct + (0.5 + redshift) * (1.-demPct)    \n",
    "    FS = 7\n",
    "    if rLean2B[dNo] < 0.5:\n",
    "        FS=12\n",
    "    plotCenter(r3(rLean2B[dNo]),polly,FS)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "id": "d4db4de0-d404-4614-8a69-6c03289d6953",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "oldBlueAreas = blueAreas\n",
    "for i,geo in enumerate(oldBlueAreas.geoms):\n",
    "    if i==0:\n",
    "        blueAreas = geo\n",
    "    else:\n",
    "        if i==7:\n",
    "            geo = translate(geo,xoff=0,yoff=1)\n",
    "        blueAreas = blueAreas.union(geo)\n",
    "        \n",
    "rLean2 = [0.]*nDistricts  #NOTE - THE BELOW ONLY WORKS BECAUSE WE HAVE NO BLUE IN TRANSLATED AREAS\n",
    "rLean2B = [0.]*nDistricts\n",
    "for i, geo in enumerate(blueAreas.geoms):\n",
    "    fillPlotColor(blueAreas,[0.5,0.5,0.9])\n",
    "    plotCenter(i,geo,7)\n",
    "for polly in dPolyList[1]:\n",
    "    plotPoly(polly)\n",
    "for dNo,polly in enumerate(dPolyList[1]):\n",
    "    demPct = polly.intersection(blueAreas).area / polly.area\n",
    "    rLean2[dNo] = (0.5 - blueshift)*demPct + (0.5 + redshift) * (1.-demPct)\n",
    "    FS = 7\n",
    "    if rLean2[dNo] < 0.5:\n",
    "        FS=12\n",
    "    plotCenter(r3(rLean2[dNo]),polly,FS)\n",
    "plt.show()\n",
    "for i, geo in enumerate(blueAreas.geoms):\n",
    "    fillPlotColor(blueAreas,[0.5,0.5,0.9])\n",
    "for polly in dPolyList[2]:\n",
    "    plotPoly(polly)\n",
    "for dNo,polly in enumerate(dPolyList[2]):\n",
    "    demPct = polly.intersection(blueAreas).area / polly.area    \n",
    "    rLean2B[dNo] = (0.5 - blueshift)*demPct + (0.5 + redshift) * (1.-demPct)    \n",
    "    FS = 7\n",
    "    if rLean2B[dNo] < 0.5:\n",
    "        FS=12\n",
    "    plotCenter(r3(rLean2B[dNo]),polly,FS)\n",
    "plt.show()\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "id": "9e17ee8f-2977-46fd-9311-4efc858be91f",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "oldBlueAreas = blueAreas\n",
    "for i,geo in enumerate(oldBlueAreas.geoms):\n",
    "    if i==0:\n",
    "        blueAreas = geo\n",
    "    else:\n",
    "        if i==1:\n",
    "            geo = translate(geo,xoff=-1,yoff=0)\n",
    "        blueAreas = blueAreas.union(geo)\n",
    "        \n",
    "rLean2 = [0.]*nDistricts  #NOTE - THE BELOW ONLY WORKS BECAUSE WE HAVE NO BLUE IN TRANSLATED AREAS\n",
    "rLean2B = [0.]*nDistricts\n",
    "for i, geo in enumerate(blueAreas.geoms):\n",
    "    fillPlotColor(blueAreas,[0.5,0.5,0.9])\n",
    "    plotCenter(i,geo,7)\n",
    "for polly in dPolyList[1]:\n",
    "    plotPoly(polly)\n",
    "for dNo,polly in enumerate(dPolyList[1]):\n",
    "    demPct = polly.intersection(blueAreas).area / polly.area\n",
    "    rLean2[dNo] = (0.5 - blueshift)*demPct + (0.5 + redshift) * (1.-demPct)\n",
    "    FS = 7\n",
    "    if rLean2[dNo] < 0.5:\n",
    "        FS=12\n",
    "    plotCenter(r3(rLean2[dNo]),polly,FS)\n",
    "plt.show()\n",
    "for i, geo in enumerate(blueAreas.geoms):\n",
    "    fillPlotColor(blueAreas,[0.5,0.5,0.9])\n",
    "for polly in dPolyList[2]:\n",
    "    plotPoly(polly)\n",
    "for dNo,polly in enumerate(dPolyList[2]):\n",
    "    demPct = polly.intersection(blueAreas).area / polly.area    \n",
    "    rLean2B[dNo] = (0.5 - blueshift)*demPct + (0.5 + redshift) * (1.-demPct)    \n",
    "    FS = 7\n",
    "    if rLean2B[dNo] < 0.5:\n",
    "        FS=12\n",
    "    plotCenter(r3(rLean2B[dNo]),polly,FS)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "id": "eb91b61f-57f1-4878-98f0-1c25db3d30ee",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "oldBlueAreas = blueAreas\n",
    "for i,geo in enumerate(oldBlueAreas.geoms):\n",
    "    if i==0:\n",
    "        blueAreas = translate(geo,xoff=0,yoff=-1)\n",
    "    else:\n",
    "        if i==7:\n",
    "            geo = translate(geo,xoff=7,yoff=-49)\n",
    "        blueAreas = blueAreas.union(geo)\n",
    "rLean2 = [0.]*nDistricts  #NOTE - THE BELOW ONLY WORKS BECAUSE WE HAVE NO BLUE IN TRANSLATED AREAS\n",
    "rLean2B = [0.]*nDistricts\n",
    "for i, geo in enumerate(blueAreas.geoms):\n",
    "    fillPlotColor(blueAreas,[0.5,0.5,0.9])\n",
    "    plotCenter(i,geo,7)\n",
    "for polly in dPolyList[1]:\n",
    "    plotPoly(polly)\n",
    "for dNo,polly in enumerate(dPolyList[1]):\n",
    "    demPct = polly.intersection(blueAreas).area / polly.area\n",
    "    rLean2[dNo] = (0.5 - blueshift)*demPct + (0.5 + redshift) * (1.-demPct)\n",
    "    FS = 7\n",
    "    if rLean2[dNo] < 0.5:\n",
    "        FS=12\n",
    "    plotCenter(r3(rLean2[dNo]),polly,FS)\n",
    "plt.show()\n",
    "for i, geo in enumerate(blueAreas.geoms):\n",
    "    fillPlotColor(blueAreas,[0.5,0.5,0.9])\n",
    "for polly in dPolyList[2]:\n",
    "    plotPoly(polly)\n",
    "for dNo,polly in enumerate(dPolyList[2]):\n",
    "    demPct = polly.intersection(blueAreas).area / polly.area    \n",
    "    rLean2B[dNo] = (0.5 - blueshift)*demPct + (0.5 + redshift) * (1.-demPct)    \n",
    "    FS = 7\n",
    "    if rLean2B[dNo] < 0.5:\n",
    "        FS=12\n",
    "    plotCenter(r3(rLean2B[dNo]),polly,FS)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "id": "cb269b01-a9c4-4acb-bb7a-16e836950f12",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "oldBlueAreas = blueAreas\n",
    "for i,geo in enumerate(oldBlueAreas.geoms):\n",
    "    if i==0:\n",
    "        blueAreas = translate(geo,xoff=0,yoff=2)\n",
    "    else:\n",
    "        #if i==7:\n",
    "        #    geo = translate(geo,xoff=7,yoff=-49)\n",
    "        blueAreas = blueAreas.union(geo)\n",
    "rLean2 = [0.]*nDistricts  #NOTE - THE BELOW ONLY WORKS BECAUSE WE HAVE NO BLUE IN TRANSLATED AREAS\n",
    "rLean2B = [0.]*nDistricts\n",
    "for i, geo in enumerate(blueAreas.geoms):\n",
    "    fillPlotColor(blueAreas,[0.5,0.5,0.9])\n",
    "    plotCenter(i,geo,7)\n",
    "for polly in dPolyList[1]:\n",
    "    plotPoly(polly)\n",
    "for dNo,polly in enumerate(dPolyList[1]):\n",
    "    demPct = polly.intersection(blueAreas).area / polly.area\n",
    "    rLean2[dNo] = (0.5 - blueshift)*demPct + (0.5 + redshift) * (1.-demPct)\n",
    "    FS = 7\n",
    "    if rLean2[dNo] < 0.5:\n",
    "        FS=12\n",
    "    plotCenter(r3(rLean2[dNo]),polly,FS)\n",
    "plt.show()\n",
    "for i, geo in enumerate(blueAreas.geoms):\n",
    "    fillPlotColor(blueAreas,[0.5,0.5,0.9])\n",
    "for polly in dPolyList[2]:\n",
    "    plotPoly(polly)\n",
    "for dNo,polly in enumerate(dPolyList[2]):\n",
    "    demPct = polly.intersection(blueAreas).area / polly.area    \n",
    "    rLean2B[dNo] = (0.5 - blueshift)*demPct + (0.5 + redshift) * (1.-demPct)    \n",
    "    FS = 7\n",
    "    if rLean2B[dNo] < 0.5:\n",
    "        FS=12\n",
    "    plotCenter(r3(rLean2B[dNo]),polly,FS)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "id": "95f469b8-23c0-4f48-a28c-90d63a3777f4",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "oldBlueAreas = blueAreas\n",
    "for i,geo in enumerate(oldBlueAreas.geoms):\n",
    "    if i==0:\n",
    "        blueAreas = translate(geo,xoff=-2,yoff=0)\n",
    "    else:\n",
    "        #if i==7:\n",
    "        #    geo = translate(geo,xoff=7,yoff=-49)\n",
    "        blueAreas = blueAreas.union(geo)\n",
    "rLean2 = [0.]*nDistricts  #NOTE - THE BELOW ONLY WORKS BECAUSE WE HAVE NO BLUE IN TRANSLATED AREAS\n",
    "rLean2B = [0.]*nDistricts\n",
    "for i, geo in enumerate(blueAreas.geoms):\n",
    "    fillPlotColor(blueAreas,[0.5,0.5,0.9])\n",
    "    plotCenter(i,geo,7)\n",
    "for polly in dPolyList[1]:\n",
    "    plotPoly(polly)\n",
    "for dNo,polly in enumerate(dPolyList[1]):\n",
    "    demPct = polly.intersection(blueAreas).area / polly.area\n",
    "    rLean2[dNo] = (0.5 - blueshift)*demPct + (0.5 + redshift) * (1.-demPct)\n",
    "    FS = 7\n",
    "    if rLean2[dNo] < 0.5:\n",
    "        FS=12\n",
    "    plotCenter(r3(rLean2[dNo]),polly,FS)\n",
    "plt.show()\n",
    "for i, geo in enumerate(blueAreas.geoms):\n",
    "    fillPlotColor(blueAreas,[0.5,0.5,0.9])\n",
    "for polly in dPolyList[2]:\n",
    "    plotPoly(polly)\n",
    "for dNo,polly in enumerate(dPolyList[2]):\n",
    "    demPct = polly.intersection(blueAreas).area / polly.area    \n",
    "    rLean2B[dNo] = (0.5 - blueshift)*demPct + (0.5 + redshift) * (1.-demPct)    \n",
    "    FS = 7\n",
    "    if rLean2B[dNo] < 0.5:\n",
    "        FS=12\n",
    "    plotCenter(r3(rLean2B[dNo]),polly,FS)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "id": "aaa4823c-70fd-48a5-a22f-69209c755d4c",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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qPuPi9dtXIJc7oWHDMACAm1vNCo/hwePCgYxETBKIqBK4kXkNzs5uWLt2BLKyUvHYY8+iS5c37B0WUbXHgYtEZHdGwYCrScfQq9c8jBq1FZcu/Yx//jlo77CIqj0mCURkd2q32tD4BUGt1kCpdEHTpk8hNfVPe4dFVO2xu4GoBAoL8/DZZ0/isceeRUTEfyv89av6ZEoN6zZHTu4t5OdnwMXFE1ev/o6QkOF2jYmImCQQlcgvv3yMevXa2juMKkshV6BH10n49tvnIQgCmjR5Eo8+yruREtkbkwSih7h16xLS0y+iWbMeuHHjL3uHU2U1e+RJNGkRae8wiOg+HJNA9BC7dr2H7t1n2DsMIqIKxySBqBh//bUT3t6NUbt2E3uHQkRU4djdQFSMa9f+wJkzW/Dnn9tQWJgLo1EPFxcPdO060d6hERHZHJMEomKEh7+N8PC3AQAnTqzHjRt/MUEgomqD3Q1EREQkiS0JRCUUHDzI3iEQEVUoJglkE1qtFrNmzcLq1atx584dtGrVCnPmzEGPHubXvj9sYp9Vqwbh0qVf0L79i+jV6wOzckePfofLl3/FtWt/ICsrBa1bD0Tfvksk4/nnn4M4cGAxrl8/DaXSBQEBnfH007NQs2b98u+slen1WuzfvwAnT/6AgoJM+Pi0wD//TEWTJk+alXvw2G3atAnLli3D6dOncevWLdSpUwcdOnTAu+++i6CgILHciy/+gO++61/k6z/11DR06fKm2bJ//vkZv/zyCa5fPwVBMMLbuzE6dXoVQUHPWWGPbUvqeD71lOXxfJgePXpgz549eO211/Dpp59arE9LS8OsWbOwbds23Lp1C76+vujevTu+/vpra+0KUYVjkkA28eKLLyI2NhYTJkxA06ZNsXLlSkRGRmL//v3o3Llzieo4e3YHkpKOF7n+0KHPUFiYC42mDXJybhRZ7vz53Vi37iX4+bVEePjb0GpzcPjwCnzzTR+MHbsLNWp4l3r/bGnz5gk4e3Y7OnQYhVq1GiMhYT1iYoYjOvp78S6JUk6fPo2aNWvizTffRO3atZGamopvvvkGoaGhiI+PR+vWrQEAdeo0Rd++n1hsf+pULP7556DFl+eJE+uwZcskNGnSBd27T4dMpsCtW/8gMzPFujtuI2U9nvfbuHEj4uPji1yflJSETp06AQDGjh0LjUaDlJQUHDlyxCr7QGQvTBLI6o4cOYJ169ZhwYIFmDx5MgBgxIgRCAoKwtSpU/Hbb789tA6drgC7ds1G586vYf/+BZJlXnppI9RqDWQyGebOfaTIuvbsmYuaNRvi5Ze3QKl0BgA8+mgPfPllBA4d+tQu0ywX5dq1EzhzZgt69JiJTp3GAQBat+6Pzz9/Crt3z8GoUVuL3HbWrFkWy0aNGoV69erhiy++wLJlywAA7u510Lp1P4uyBw8uRq1ajaHRtBGX3bmThO3b30ZY2Mvo2fP9cu5dxSvP8byroKAAkyZNwrRp0ySPMQC88sorUCqVOHr0KLy9K1fSSVQeHLhIVhcbGwuFQoExY8aIy1xdXTFy5EjEx8cjKSnpoXX8+uvnEAQjHn98bJFlvLzqQSaTFVtPXt4d3Lz5N5o3f0ZMEADA1zcQtWs3xZkzW0qwRxXn7NltkMkUCAkZJi5zcnJF27Yv4Nq148jMTC5VfXXr1oWbmxsyMjKKLXft2gncvn0ZrVr1NVt+7NgqCIIR3bpNAQBotbkQBKFUMdiTNY7nRx99BKPRKCa8D/rrr78QFxeHKVOmwNvbGwUFBdDpdFbbByJ7YpJAVnfixAk0a9YMnp6eZstDQ0MBAAkJCcVun5FxDYcOfYrw8P/AyUlVrlgMhkIApi+GBzk5qZCdnYrs7KK7KipaauoZeHs3hqurh9nyu7/uS3JnxIyMDNy8eROnT5/GqFGjkJWVhe7duxe7zenTGwEALVs+b7b80qVfULv2I7hwYS8WLQrBvHlN8eGHgdi3z/TFWdmV93gmJiZi/vz5+PDDD6FSSZ+Le/bsAQD4+Pige/fuUKlUUKlU6NmzJ65cuVLufSCyJ3Y3kNVdv34dfn6WAxLvLktJKb4v+9q1jxAa2haxsabm4XffLXssNWrUgaurGomJR82W5+Xdxs2bfwMAsrNT4eFRt+wvYkXZ2Tfg4eFjsdzd3eff9WkPraNDhw44f/48AMDZuQa6dJmAa9cii7zTo9FowJkzP0KjCYa3d4DZutu3L0MmU2Dz5ono1GkcfH0Dce7cDvz88xIYjXpxDonKqjTHU2oQ7aRJkxAcHIzBgwcX+RoXLlwAAIwZMwbt27fH+vXrkZiYiNmzZyM8PBynTp2Cm5tbeXelUti2bRsmTZoEo9GIadOmYdSoUWbru3btitTUVLi6mpLy+Ph4qFQqDBo0SDwnb968ifbt22Pz5s04cOAA+vTpg0aNGgEAoqOj8dZbb1XoPlHxmCSQ1eXn58PFxcVi+d0Pjvz8/CK33b9/P3744QccPnzYKrHI5XKEhAzDr79+hj17PkBw8GBotTnYvXsODAZTk7BOV3Q8FU2vL4BC4WyxXKk0HU+druChdXz77bfIysrCpUuXMGfOcuh0+RAEA4pqOLx06Rfk5t7EE0+8brGusDAXgmBEePjb6Nx5PADgscd6IT8/A7//vgJPPPEGXFzcS7GHFas8x7Ok52JOTg4AwNfXF9u3b4dcbjrO9erVwwsvvIC1a9dafJk6Ir1ej4kTJ2L//v1Qq9UICQlB3759LcZgxMbGml1NAwDr168XHw8bNgzh4eHi8/DwcMTGxto2eCozdjeQ1alUKmi1WovlBQUF4noper0eb7zxBoYPH4727dtbLZ5u3aYgOPgF/Prr5/jkk85YvvwZyOUKtG37AgDTr+3KQql0FbtI7qfXm46nVLfJgzp27IiIiAiMGzcOw4evxalTG7FnzwdFlj99ehNkMoXk5YxKpen1goL6mC0PCuoDvb4A16+feWg89lTW41mac/Hu+Txw4EAxQQCAAQMGQKlUlmigriM4cuQIAgMDodFo4O7ujp49e2LXrl2lqkOr1eKnn35Cnz59bBMkWR1bEsjq/Pz8kJxsOSDs+nVTc7e/v7/kdqtWrcL58+fx5ZdfWvTlFhbm4s6dJNSo4Q1n59I13SqVznjuuUXo3n06bt26hBo1aqN27SaIjX0VMpkctWoFPLySCuLhURdZWakWy3Ny0v5db9l0XhyVygsBAZ1w+vQmyas4dLp8nDsXh8aNn4C7ex2JeHxx+/Yli3U1atQGABQUZJQqnopW1uNZ3LmYnZ2NK1euiINC757PPj7mdSkUCnh7e+POnTtW2BP7S0lJgUajEZ9rNBrJ9/mQIUOgUCgwfPhwTJxoPoV5XFwcOnbsCC8vL3HZgQMH0Lp1azRs2BCLFy/GI48UfaUSVTy2JJDVtWnTBn///TeysrLMlt9ttm3Tpo3kdomJidDpdOjUqRMCAgLEPwA4efJ7LF0ahn/+OVjmuNzd66BhwzDUrt0ERqMBV67EQ6MJhotL5WlJ8PUNxK1bl1BQkG22/Nq1E+L60tLrC1BQkCW57vz5XSgszEGrVs9Lrvf3bwkAFl+02dmm525ulftyv7Iez+LOxVWrViEgIED8FR0SEgIAFl+YhYWFSE9PR506lslXVRUTE4NTp07hwIED2LJlC7Zv3262fsOGDRg06N7MpW3btsWVK1dw8uRJvPTSS3jhhRcqOmR6CCYJZHX9+/eHwWDA8uXLxWVarRbffvstwsLCUL++aZbDxMRE/PXXX2KZwYMHY9OmTRg06GuzPwBo2rQ7Bg36GvXqtbVKjL/99gVyctKKvcTSHh577FkIggHHj68Rl+n1WiQkrIdG0xZqtemXXEbGNbNjBwA3blhepREdrUVy8q/o2LE9/vtfP4u/wsI4uLm5oXnznpLxBAZGAQBOnPg/cZnRaERCwnqoVDXh79+q3PtsS6U5nuPH/4zZs69j9uzrSE9/Cps2bbL4A4DIyEhs2rQJYWGmiZi6du2KunXrIiYmRuxSA4CVK1fCYDBYzDLqqPz9/c0SoeTkZItWwbstDWq1GgMHDsTRo/cGDOfn52P37t2IiooSl3l6esLd3TSmpW/fvkhMTITBYLDlblApsbuBrC4sLAwDBgzAjBkzcOPGDTzyyCP47rvvcOXKFbMpakeMGIGDBw+K1903b94czZs3x8mTlqPwvbzqo0UL8y+y8+d3ITX1LADAaNQjLe0sDh5cAgB49NGn4ev7GADg5MkfcO7cdjRs2AHOzjVw6dLP+PPPrWjbdggee6yXLQ5BmdWr1xaPPdYbe/fOQ25uOmrVCsDJkxuQkZGEqKhFYrlNm97EkiXxZnMWtGzZEt27d0ebNm1Qs2ZNXLhwAV9//TV0Oh3mz59v8Vq3b99GXFwc+vXrV2RrSvPmzyAgoDN++eUT5OXdho/PY/jrr51ITDyCZ5/9SBwAWFmV5nhevRqPd981XXlTp05T9OljebUDAAQEBJj1qbu4uGDBggWIjo5Gly5dMHz4cCQmJmLp0qV44okn8Pzz0q00jiY0NBRnzpxBcnIy1Go14uLiMHPmTHG9Xq9HRkYGateujcLCQsTFxSE6Olpcv2PHDnTp0gUeHvcuR01LSxO7aQ4dOoQ6depAoVBU3E7RQzFJIJtYtWoVZs6caXbvhm3btqFLly5We42zZ3fg5MkN4vPU1DNITTUNpPP09BOTBG/vxsjPz8DBg0ug1xfA27sxnn32Q7MJdiqTvn2XYv9+DU6d+gH5+aZ7DQwZsgqNGnUodrtx48Zh+/bt2LlzJ7Kzs1G3bl08/fTTePvtt9GyZUuL8t9//z10Oh2GDBmCP/6QrlMmk2Hw4G+xb9+H+PPPH5GQsAHe3k3w/POfFtlFUdmU9XiWxogRI+Ds7Iz58+djypQp8PLywiuvvIIPPvigynzpKZVKLFq0CN26dYPRaMTUqVPh7e2NyMhIrFixAmq1GhEREdDpdDAYDOjduzf69793j5ANGzZg4MCBZnVu2LABy5Ytg5OTE9zd3bF69eqK3i16CJngSNOn/SsrKwtqtRqZmZkWE/ZUJIMhDwcOmj58uz55GgqF414LnV2QjiO/mZpPQx8/DA/X2naLpajr+SsrwXAHgzaYpjleP/AHyBQ1K+R1pa7rLyt7HXOFLhc10xMBAHdqN4DBqfKMD7Hm8bWFvKxcfDHa1L8/7qv1cPOsPMeussvMykXrDw4AAE6+3RVqGx+7vEI9Hpv1EwDg7HsRcHO27+/z0nyHsiWBKp0HP5wdLWmwBVt/YfGYV/6kgMgeOHCRiIiIJDFJICIiIklMEoiIiEgSkwQiIiKSxIGLVOmVdEBZdRxsZytV6ZhzQCJR2bElgYiIiCSxJYGIiKohASpoUZCbDSe53qavlFdogAoFyEflnqFUCpOECqTVajFr1iyzWQjnzJlT6rnde/TogT179uC1117Dp59+Ki5fuXIlXnrppSK3W7NmDYYOHVrm+ImIqgRBQKzzbLST/w18afuXcwNwzhU4amwGCBG2f0ErYpJQgV588UXExsZiwoQJaNq0KVauXInIyEjs378fnTt3LlEdGzduRHx8vOS6Ll26SE5r+r///Q8nT55E9+7dyxV/ZVeVJgRy1H50qbgr+v/BUY8dVRwVCkwJQgVrL/8bArQAnCr8tcuq1EnCzz//jAULFuD48eO4fv06Nm3aJN7sRKfT4Z133sGOHTtw6dIlqNVqhIeHY/78+WZ3C7t9+zZef/11bN26FXK5HP369cPSpUvFu4FVRUeOHMG6deuwYMECTJ48GYBpvvegoCBMnToVv/3220PrKCgowKRJkzBt2jTMmjXLYn3jxo3RuHFjs2X5+fl49dVX8dRTT8HX19c6O0NE5MBkMpn4OGvsKSjdvWz7gro8uC1tbvHajqDUAxdzc3PRunVrfPbZZxbr8vLy8Mcff2DmzJn4448/sHHjRpw/f97s1qAAMHToUPz555/YvXs3tm3bhp9//hljxowp+144gNjYWCgUCrP9dHV1xciRIxEfH4+kpKSH1vHRRx/BaDSKSUZJbN26FdnZ2exmICKSoHJzh5u72rZ/Nex3j6HyKnVLQs+ePdGzp/S959VqNXbv3m227NNPP0VoaCgSExPRoEEDnDt3Djt37sTRo0fRrl07AMAnn3yCyMhILFy40OL+5FXFiRMn0KxZM4ubaYSGhgIAEhISUL9+/SK3T0xMxPz58/HNN99ApVKV+HVjYmKgUqmqzO1qiYio4tj8EsjMzEzIZDJ4eXkBAOLj4+Hl5SUmCAAQHh4OuVyOw4cPS9ah1WqRlZVl9udorl+/Dj8/y77Su8tSUlKK3X7SpEkIDg7G4MGDS/yat2/fxs6dO9G7d2+ze7gTERGVhE0HLhYUFGDatGl44YUXxF/QqampqFu3rnkQSiVq1aqF1NRUyXrmzZuH2bNn2zJUm8vPz4eLi+XlL66uruL6ouzfvx8//PBDkUlUUWJjY1FYWMiuhkrOkQfalST2kg5mnDLJBy41PYotU5bXJ6Kys1lLgk6nw8CBAyEIAr744oty1TVjxgxkZmaKfyXpv69sVCoVtFqtxfKCggJxvRS9Xo833ngDw4cPR/v27Uv1mjExMahVq1aR3UNERETFsUlLwt0E4erVq9i3b59ZP7yvry9u3LhhVl6v1+P27dtFjr53cXGR/BXuSPz8/JCcnGyx/Pp106+losZirFq1CufPn8eXX36JK1eumK3Lzs7GlStXULduXbi5uZmtS0xMxC+//IIxY8bAyclxLrchIqLKw+otCXcThAsXLmDPnj3w9vY2W9+xY0dkZGTg+PHj4rJ9+/bBaDQiLCzM2uFUGm3atMHff/9tMZ7ibhdCmzZtJLdLTEyETqdDp06dEBAQIP4BpgQiICAAu3btstju//7v/yAIArsaiIiozErdkpCTk4OLFy+Kzy9fvoyEhATUqlULfn5+6N+/P/744w9s27YNBoNBHGdQq1YtODs7o0WLFnjmmWcwevRoLFu2DDqdDuPHj8fgwYOr7JUNANC/f38sXLgQy5cvFy9h1Gq1+PbbbxEWFiZe2ZCYmIi8vDw0b266pnbw4MGSCUTfvn0RGRmJ0aNHSyZXa9euRYMGDUo8SRMREdGDSp0kHDt2DN26dROfT5w4EQAQHR2Nd999Fz/++CMAy1/G+/fvR9euXQGY+srHjx+P7t27i5Mpffzxx2XcBccQFhaGAQMGYMaMGbhx4wYeeeQRfPfdd7hy5Qq+/vprsdyIESNw8OBBCIIAAGjevLmYMDwoICBAnMjqfmfOnMGpU6cwffp0h5u4w5psPfvf3fpzMp2RtMFq1VYLd4+d9k42VsxILLYMEdlPqZOErl27il9gUopbd1etWrWwdu3a0r60w1u1ahVmzpxpdu+Gbdu2oUuXLlZ9nZiYGADAkCFDrFovERFVL7x3QwVydXXFggULsGDBgiLLHDhwoER1FZeMzZs3D/PmzStteERERGZsPpkSEREROSa2JFC1UtZxCiXtH588yQfuau9iyzjy3SmJqHphSwIRERFJYpJAREREkpgkEBERkSQmCURERCSJAxep2qvoSXs4SRAROQq2JBAREZEkJglEREQkiUkCERERSWKSQERERJKYJBAREZEkJglEREQkiZdAkoW8wjuQyWRl3l4QBBQYCgAArgrXctXlCPJ0t+89zs2FIHcue2UCIBTkAwBkriqgah86FObmio+zcgvhrNSWqz59oQEAoHRWlKseR5Cfc+9Y6bJvQ4eCMtclANBrTfUpXVyq+mkHXc4dONk7CAfBJIEAmN96OnJzXxQKVf1jwnpcCgWs/vfxraci7BqLozHInYEu/wMAbJhz0s7ROBZB0ImPV0wcZ8dIHI9SZsCbzf99ct9nH1liklDJSd0x0JqT8dytX6G8hY4drVZttaJ1Av6qBzS/Zu9IHI/cWAh15j/IVDexdygOSAmZwh+CIcXegTg0pdxo7xAqNSYJBACQ3dfAuLvvRjg7F3+74+JUt+6G7MIcBNdLgasO+D2sMWo4uZW9smrW3XC7QIf35x+AUZGHn6Y8CW/XcnTVoJp1N+RmodZnLwDQIf+1E3Bz8yhzXdWtuwF5t4Bl7QGgyn8+lReTBLLg7lKrXEkCAJT948rxCDIXQHEHBQqghnsNeDi7l69Cz+pz9AqUWmidXAAAHu7OUKtc7ByR43CSOcNZYfpi17vXhJO7ulz1lS89czBsPSgxXt1AREREkpgkEBERkSR2NzigkgxmlCpTUgsWpEGv1xVbhncyJCKq+tiSQERERJKYJBAREZEkJglEREQkiWMSKpmyjiUozxgEa7wexygQEVU9bEkgIiIiSUwSiIiISBKTBCIiIpLEJIGIiIgkceCijVT0QEIiIiJrY0sCERERSWKSQERERJKYJBAREZEkJglEREQkiQMXySpKcmdKInJ8fK9XL2xJICIiIklMEoiIiEgSkwQiIiKSxDEJVvLBB6kwGlX2DqNS4Z0iiaqHsk4ex8+Eyo8tCURERCSJSQIRERFJYpJAREREkpgkEFUyWq0W06ZNg7+/P1QqFcLCwrB79+5S19OjRw/IZDKMHz9ecn1aWhpeeeUVaDQauLq6olGjRhg5cqRZmUaNGkEmk0n+NW3atEz7R45Pr9di9+45WLgwGHPmNMZXX/XCP/8cLHU9DztHyf44cJGsggOQrOfFF19EbGwsJkyYgKZNm2LlypWIjIzE/v370blz5xLVsXHjRsTHxxe5PikpCZ06dQIAjB07FhqNBikpKThy5IhZuSVLliAnJ8ds2dWrV/HOO+/g6aefLuWeUWVX0gGImzdPwNmz29GhwyjUqtUYCQnrERMzHNHR36Nhw7AS1XH27I5iz1GqHJgkEFUiR44cwbp167BgwQJMnjwZADBixAgEBQVh6tSp+O233x5aR0FBASZNmoRp06Zh1qxZkmVeeeUVKJVKHD16FN7e3kXW1adPH4tlc+bMAQAMHTq0BHtEVc21aydw5swW9OgxE506jQMAtG7dH59//hR2756DUaO2PrQOna4Au3bNLvYcpcqB3Q1VSH5+Jr788hl88UU4PvusG44fj7F3SFRKsbGxUCgUGDNmjLjM1dUVI0eORHx8PJKSkh5ax0cffQSj0SgmGQ/666+/EBcXhylTpsDb2xsFBQXQ6XQljnHt2rUICAjA448/XuJtqOo4e3YbZDIFQkKGicucnFzRtu0LuHbtODIzkx9ax6+/fg5BKPocpcqDSUIV4uLijpde2ohx4/Zg9Ojt+OWXj5GXd9veYVEpnDhxAs2aNYOnp6fZ8tDQUABAQkJCsdsnJiZi/vz5+PDDD6FSSc/bsWfPHgCAj48PunfvDpVKBZVKhZ49e+LKlSsPje/cuXMYMmRIyXaIqpzU1DPw9m4MV1cPs+UaTZt/1/9Z7PYZGddw6NCnCA//T5HnKFUe7G6wkrff9oVC4SY+L+vkIuUhlyvg7GyKQa/XQhAECIJgk9ey1hiEbdu2YdKkSTAajZg2bRpGjRpltr5r165ITU2Fq6srACA+Ph4qlQrp6ekYMGAArl27hpYtW2Lt2rVwdXXFlStX8OKLL+LWrVuoV68e1q1bB7VabZVYK8L169fh52d5bO8uS0lJKXb7SZMmITg4GIMHDy6yzIULFwAAY8aMQfv27bF+/XokJiZi9uzZCA8Px6lTp+Dm5ia5bUyMqXXKkbsaynrODRo0COfPnwcA3Lx5E+3bt8fmzZtx4MAB9OnTB40aNQIAREdH46233qrQfSqLsn5GZWffgIeHj8Vyd3eff9enFbv9rl3vwc8vCC1b9hFjOHIkF7NnX+fYpkqISUIVk5+fiZUr++HWrUt4+umZqFGj6P5me9Pr9Zg4cSL2798PtVqNkJAQ9O3b16KPPDY2FkFBQWbL5s+fj379+mH8+PGYPHkyVqxYgfHjx2PSpEkYN24cBg0ahJiYGHz44Yf44IMPKnK3yiU/Px8uLi4Wy+9+YeXn5xe57f79+/HDDz/g8OHDxb7G3YGIvr6+2L59O+RyU4NivXr18MILL2Dt2rUWX5wAYDQasW7dOgQHB6NFixYl3qfKpDzn3Pr168XHw4YNQ3h4uPg8PDwcsbGxtg2+ktDrC6BQOFssVypN561OV1Dktpcv/4qzZ7dj9OjtNouPrIvdDVWMSqXGuHF7MGHCYZw+vQk5OTftHVKRjhw5gsDAQGg0Gri7u6Nnz57YtWtXibb98ccfMXz4cACmD+ytW02Dpc6dO4ennnoKAPDUU09h48aNtgneRlQqFbRarcXygoICcb0UvV6PN954A8OHD0f79u0f+hoAMHDgQDFBAIABAwZAqVQWOTjy4MGDSE5OduhWhPKcc3dptVr89NNPkoM6qwOl0hUGQ6HFcr3edN46OblKbmcw6BEXNxOtW/cXuyao8mOSUEW5u9eBj08grl4t/lelPaWkpECj0YjPNRoNkpMtBz0NGTIEwcHBWLx4sbgsMzNT7Ea4f7tWrVqJicHGjRsl66vM/Pz8cP26ZTPw3WX+/v6S261atQrnz5/HK6+8gitXroh/AJCdnY0rV64gLy/PrA4fH/MmY4VCAW9vb9y5c0fyNWJiYiCXy/HCCy+Uad8qg/Kcc3fFxcWhY8eO8PLyEpcdOHAArVu3RlRUFC5evGiT2CsLD4+6kl0KOTlp/6637IoAgJMnv0d6+j8ICRmGO3eSxD8AKCzMxZ07SeI5SpUHk4QqJCfnJrRaU1NyQUEWrl79HbVrN7FzVOUTExODU6dO4cCBA9iyZQu2by++mXLRokXYsWMH2rZti9TUVNSoUaOCIrWONm3a4O+//0ZWVpbZ8rtdCG3atJHcLjExETqdDp06dUJAQID4B5gSiICAAPEXc0hICABYfDkWFhYiPT0dderUsahfq9Xihx9+QNeuXYtMVKqKh51zGzZswKBBg8Tnbdu2xZUrV3Dy5Em89NJLDp1ElYSvbyBu3bqEgoJss+XXrp0Q10vJzEyG0ajDN988h6VLw8Q/wJRALF0aVupWHbI9jkmoQjIyrmHr1ikAAEEQEBb2Mnx8bNN3bI07PPr7+5t9USUnJ4uj+O+6+6tPrVZj4MCBOHr0KHr16gW1Wi22JiQnJ4tfXBqNBlu2bAEAXLt2DTt37ix1XPbUv39/LFy4EMuXLxcvD9NqtVi0aAU0mrb45hslgOvIyLiGV17xQPPmzQEAgwcPlkwg+vbti8jISIwePRphYaYP5K5du6Ju3bqIiYnB22+/LY53WLlyJQwGA3r06GFRz44dO5CRkeHQXQ1A+c45wDQmZPfu3fjyyy/F8vdfidK3b1+MHTsWBoMBCoXClrtSKtYcSP3YY8/it9+W4fjxNeI8CXq9FgkJ66HRtIVabTp+GRnXoNPlo04d08ycQUHPSSYQ69ePRNOm3dG27RAcOtQIJ0/y7rGVCZOEKqRevWCMG7fH3mGUWGhoKM6cOYPk5GSo1WrExcVh5syZ4nq9Xo+MjAzUrl0bhYWFiIuLQ3R0NADg2WefxerVqzF+/HisWbMGvXv3BgCkp6fD29sbMpkMc+fONZtvwBGEhYVhwIABmDFjBm7cuIFHHnkE3333HTIykhAVtUgst2nTm1iyJF68eqV58+ZiwvCggIAAs/5zFxcXLFiwANHR0ejSpQuGDx+OxMRELF26FE888QSef/55izpiYmLg4uKCfv36WXeHK1h5zjnAlCx16dIFHh73Lv9LS0sTu24OHTqEOnXqVKoEwdrq1WuLxx7rjb175yE3Nx21agXg5MkNkufo1avxePdd0xU5deo0FROGB3l51UeLFj0rJH4qHSYJZDdKpRKLFi1Ct27dYDQaMXXqVHh7eyMyMhIrVqyAWq1GREQEdDodDAYDevfujf79+wMAZsyYgf79+2PJkiUICgrC+++/DwDYu3ev+KHfu3dvi3sROIJVq1Zh5syZWL16Ne7cuYNWrVphyJBVaNSog9VeY8SIEXB2dsb8+fMxZcoUeHl54ZVXXsEHH3xg8QWXlZWF7du3iy04jqw85xxg6moYOHCgWZ0bNmzAsmXL4OTkBHd3d6xevbqid6vC9e27FPv3a3Dq1A/Iz8+Ej08Lq5+jVDnIBFtdSG9DWVlZYnPzg5POVCSDIQ8HDrYEAISFHoJCcW/k+YIFxV8rXB5GoztkMusOJ1Eqb6NDxygAwO/xP0Kvr1Wq7atzk2B2YQ6a/moarHah0yPwcHa3+mtINRdXhWN+M1+L9rNNrV9H/xuOOirLyz9JWl5OJtwWNjA9npwIN/eiEzh7zNtiLTY5z3NuAgsfMT2efBFwtxyHUyRBAHSlHGBZmHfv9d5OAZztO1aqNN+hbEkoh/vzq8NHzG+806lk9+Epk8xMDU6d/D+rJwpERFQMQQC+iQCSKu9VY9bGJKEcDAYlMjPrQK2u2LkI1OpkyOU5EAT7taI8qKr+0q0IZf2VV5Lt+H9QPTlyy8GDKtVniy6vfAlC/Q6Ak/RsppUVk4RykMlkOHUyAnK5Hm+++Sacne/NQmaL7gaFIgcdOg58eEEiIrKtyRcB51J+4Tu5ATKZbeKxESYJ5SaD0egElcrLLEkQhKKnzy0rg+HeY4Uix+x5ecnlOdarjIioqnN2s/vYgorAJMFB2bJFwQHHshIRkQ0wSXAgRqM7MjM1UKttN9VwZmYdGI2lPy3Y911yFdlfXKn6c8lmFixMA2TVZ0pja0zmRiXDJMGByGRynDr5fzbpGpDLc2A0boTRqIRc7lh9ZkREZBtMEhyMTCa3yVUNRiNgNDpZvV4iInJcTBKIiIhsrSyTMN1lx6simCQQERHZUnknYarfAXh5p10SBSYJZBUcIGeyYEEaFPrshxe0I/5fVT1TJvuYTctclSZTqhLKOwlT0u+mOuxwySWTBCIioopSmkmY7r/ng50wSSAiIqooDjYJE+8QRERERJKYJBAREZEkdjdQmXCg273BYQZlHvC4nYMpJ95R0rFVtxkXH8TBuLbDlgQiIiKSxCSBiIiIJDFJICIiIkkck2AjD/aHOfLkJuzbq374f05EAFsSiIiIqAhMEoiIiEgSkwQiIiKSxCSBiIiIJHHgYgUp6UAwRx7gWJVVt/8XTk7jWKr7XSB5btpOqVsSfv75Z/Tu3Rv+/v6QyWTYvHmz2XpBEDBr1iz4+flBpVIhPDwcFy5cMCtz+/ZtDB06FJ6envDy8sLIkSORk5NTrh0hIiIi6yp1kpCbm4vWrVvjs88+k1z/0Ucf4eOPP8ayZctw+PBh1KhRAxERESgoKBDLDB06FH/++Sd2796Nbdu24eeff8aYMWPKvhdERERkdaXubujZsyd69uwpuU4QBCxZsgTvvPMOnnvuOQDAqlWr4OPjg82bN2Pw4ME4d+4cdu7ciaNHj6Jdu3YAgE8++QSRkZFYuHAh/P39LerVarXQarXi86ysrNKGTURERKVk1TEJly9fRmpqKsLDw8VlarUaYWFhiI+Px+DBgxEfHw8vLy8xQQCA8PBwyOVyHD58GH379rWod968eZg9e7Y1Q620StK3Zs3+xruvl5+vwocfmpZNmeIDlcrLaq9R2VW3/tuy4jgFx1GVJnMj+7Lq1Q2pqakAAB8fH7PlPj4+4rrU1FTUrVvXbL1SqUStWrXEMg+aMWMGMjMzxb+kpCRrhk1EREQSHOLqBhcXF7i4uNg7DCIiomrFqi0Jvr6+AIC0tDSz5WlpaeI6X19f3Lhxw2y9Xq/H7du3xTJERERkf1ZNEgICAuDr64u9e/eKy7KysnD48GF07NgRANCxY0dkZGTg+PHjYpl9+/bBaDQiLCzMmuEQERFROZS6uyEnJwcXL14Un1++fBkJCQmoVasWGjRogAkTJmDOnDlo2rQpAgICMHPmTPj7+6NPnz4AgBYtWuCZZ57B6NGjsWzZMuh0OowfPx6DBw+WvLKBSoYDyMrOEQZ5/e9/oXBx8YBMJoNK5YUXX4yt8Bh4jjmOyngOWxPPxYpT6iTh2LFj6Natm/h84sSJAIDo6GisXLkSU6dORW5uLsaMGYOMjAx07twZO3fuhKurq7hNTEwMxo8fj+7du0Mul6Nfv374+OOPrbA7RFXXyJE/wsWlhr3DIKJqpNRJQteuXSEIQpHrZTIZ3nvvPbz33ntFlqlVqxbWrl1b2pcmIiKiCuQQVzdQxSrIz4VMUJSjBgEGg2mGTYXCFYDMKnGV+NUFAfpCIwBA6SyHTFa615cjt3QvKMsXH+pkWhjLM9RHBujkpiTcySgDhHvLv13ZFzKZDKEdXkJQqz5lf41iCZAZC02P5M64//8uMzfP6q+WXaATH+fl6pBjKHtdggDk60wVqJwUKOV/e/kJgKAznXcyJ7nNT/u8XB3c/n2sy81EIYziOqWQWaq6ZACcYDqPdVCh6J+BtnT3P//hnz2FOa4PLVOsvAw4P7Bo27ZtmDRpEoxGI6ZNm4ZRo0aZre/atStSr6fANdN0C4H4t/Khcr7Xsjd58mSsXLkS6enpAICkpCQMGzYMmZmZUMhlWBZiQHtNeT5X7YNJAgGAWevQ0eNPQaHQ2zEa+3r8idKVL4ALAFPL2LcdCwEUWj0mpxZfQ6hTF/pbN7Ft8lj80lMDpybNrP465grMnq04UrovnhLRG3H34/7JhQetX38VpkIBzv178NRftDRb9x87xFOhFlqvKkEQYNDrMXHiROzfvx9qtRohISHo27cvvL29zcrGrluDoC09TE9UKnH52bNnLeb5+eijjzBkyBC88sor2Ll1M955qz9+GuZ43YVMEhyQLQbtGPWch6KsXKBFM+Ec/pa1sNlrKOqYJiBTeNeBS1hn6C/8VQFJQgVQyGD0coY8w/qJVVWXDxccNTZDe/nf9g7FoemgxLEjRxAYGAiNRgPAdPuBXbt24YUXXihRHVOnTsXnn3+OnTt3istkMhmys7MBAJlZmfBzt+rFhBWGSQIBgFmTfLvWh+DmXp7mPMfubliwIO3hhe4jMxSgzz9ToYUz8hp/AEGpevhGRVZm2d1QWJgHQTDCxcUdhdpcrP7lD/RU94X/z+qHVFYWRXc3TJnsU8Q2ZVeYk4c7e7IBuKDOG63g5Fn2Y1fduhu0OQVY/MWz+EkoxJuvvQ4Xt6IT/QULiz+nK0t3w5tv1IGTk7LU79nSKszNhPsXrU1PZDKkpKSICQIAaDQaJCcnW2w3ZMTLUKTnYHgrJ0z8d9n69evRrl07NGjQwKzs22+/jR49emDJkiUwGg2IH+iYP8SYJJAFF5U7XN3K8UUHAPC0SixlVo5WPSNKedtyQQ5BL4cz9CiEK4ByJFgC4PRAv3x2ThrWrx9pis1oQEjIUDTU2HBOEbn0/726hpvk8vIoNAjQGk1fCDXcneDsXr4PUg9rBOUglDDCSSZADyc4uanh7F70e1YvKyhy3V062CLpLB33WnUfXshOYmJioKnjhcxZfohal4dHf9yCrt3D8fHSJdgTtxUozIUpqzeNaVq7aiXGjX4Zr44dg+0/bsHIqSOwZwS7G4jIymrVaohx4/bYOwyiKsvf39+s5SA5ORmhoaFmZTQaDVCYC7WrDAMfc8LRT19Cg71OuHgqDy0ampKbO1kCWtX3xKlx7vj68xwciHYDPngXvQBEpxrhiJgkEFGJ8C6Qjquk/08VPQlTZTl/QkNDcebMGSQnJ0OtViMuLg4zZ84U1+v1emRkZKC2tzcK/UIRd/EAols7oaWPAmmT77Vf1f4oG6fGuQMA6nvKsPeyAYOD5Pj9mh711TKgfgfAyfotcrbEJIGIiKo1pVKJRYsWoVu3bjAajZg6dSq8vb0RGRmJFStWQK1WIyIiAjqdDgaDAb2fewP958yGxcCXTxsAbycCABY+9ydGj3sd8/7Og7OzM5b/8D+g4xOW21RyTBKIiKjai4qKQlRUlNmyHTt2iI/vv99QUdLTb4mPg4JDEf/7YesFaCeOeU0GERE5pMzMZHz7bT98+umTaNWqFb7//nt7h0TFYEsCERFVGLlciWeemQ0/vyC88ooMISEhiIyMRI0ajjfyvzpgkkD0AKnBVFX9rnpl9eBxqSwD0ahsyvr/V5r3h4eHDzw8THNu+Pr6onbt2rh9+zZq1KhR5vcZzzvbYXcDERHZxfHjx2EwGFC/fn17h0JFYEsCERFVuLy8OxgxYgS++uore4dSMQQB0JXyJmmF1r+pWmkxSSAiogql12uxbt3LmDNnOh5//HF7h2N7ggB8EwEkOd7VDkwSiB7A8Qclx75gAkp2Htx9XwmCgM2bJyAgoBMuXQq3yvut0k/0pcsrX4Jgx0mYmCQQEVGFSUw8gjNnfoSPTwv89ZfpronPP/8JfHxsdxfVSmXyRcC5lF/4Tm52m4SJSQIREVWYhg3D8O67lndYrDac3QBnx7nck1c3EBERkSQmCURERCSJ3Q12sm3bNkyaNAlGoxHTpk3DqFGjzNZ37doVqampcHV1BQDEx8dDpVIhPT0dAwYMwLVr19CyZUusXbsWrq6uWLRoEVasWAEnJyc0adIE3333HTw9Pe2xaw6PkylJq1QDwahCOPJ5X1zsSiET//n38YKFadDLCsR1PM/NsSXBDvR6PSZOnIh9+/bhxIkTWLBgAW7dumVRLjY2FgkJCUhISIBKpQIAzJ8/H/369cOFCxfQuHFjrFixAgAQEhKCP/74A6dOnUKLFi2wcOHCCt0nIiKqepgk2MGRI0cQGBgIjUYDd3d39OzZE7t27SrRtj/++COGDx8OABg2bBi2bt0KwNTycDeRaN++PZKTq/HAICIisgomCXaQkpICjUYjPtdoNJJf6kOGDEFwcDAWL14sLsvMzIRarS52u++++w5PP/20DSInIqLqhGMSKqmYmBhoNBpkZmYiKioKjz76KHr16vXQ7ZYuXQqj0YhBgwZVQJRERFSVMUmwA39/f7MWgOTkZISGhpqVudvSoFarMXDgQBw9ehS9evWCWq0WWxOSk5Ph7+8vbrN161asWrUKBw8erJgdqUY4mJGqI573xO4GOwgNDcWZM2eQnJyMnJwcxMXFISIiQlyv1+uRnp4OACgsLERcXBwCAwMBAM8++yxWr14NAFizZg169+4NwHQ3tcmTJ2PLli1wd3ev4D0iIqKqiEmCHSiVSixatAjdunVDmzZtMGnSJHh7eyMyMhIpKSnQarWIiIhAq1atEBwcjKCgIPTv3x8AMGPGDHz//fd45JFHcPHiRfHSyWnTpiErKwvPPvss2rRpg9dee82eu0hERFUAuxvsJCoqClFRUWbLduzYIT4+fvy45HZ16tSR7E7Ys2ePdQMkIqJqj0kCURnd7a/Ny8rFF6OtV69er8X+/Qtw8uQPKCjIhI9PCzz11FQ0afJkqepZtWoQLl36Be3bv4hevT4ostzVq4fx7bd9AQBTppxGjRre4rr09Is4dmw1rl37A/PmnYFWq8Xly5fRqFGjMu0bVV5arRazZs3C6tWrcefOHbRq1Qpz5sxBjx49it3u3Lk4HDu2CmlpfyE//w7c3LxRr15bdO06CT4+zc3K/u9/ocjMvGZRR0jIcPTu/WGRr/Hjj5Pxxx9r0bRpOIYOXVW2HSyhkoy5qE4TLjFJIKpkNm+egLNnt6NDh1GoVasxEhLWIyZmOKKjv0fDhmElquPs2R1ISpJujbqf0WhEXNw7cHJyg06XZ7E+Kek4Dh/+GnXqNEOLFi2QkJBQ2t0hB/Hiiy8iNjYWEyZMQNOmTbFy5UpERkZi//796Ny5c5HbpaWdg6urGh06jISbWy3k5NzEiRPr8NVXkRg1ait8fQPNyvv6BqJjx7Fmy7y9GxdZf3LySSQkbIBS6Vq+HaQyYZJAVIlcu3YCZ85sQY8eM9Gp0zgAQOvW/fH5509h9+45GDVq60Pr0OkKsGvXbHTu/Br2719QbNnjx9cgMzMFbdsOweHDKyzWP/ro05g+/S+4uLijRo0YJglV1JEjR7Bu3TosWLAAkydPBgCMGDECQUFBmDp1Kn777bcit+3adaLFsrZth2Dx4hAcPbrKooXAw8MPrVv3K1FcgiAgLu4dtG7dH5cuHSrFHpG1cOAiUSVy9uw2yGQKhIQME5c5ObmibdsXcO3acWRmPnwmzV9//RyCYMTjj48ttlxe3h3s2/chunWbAldX6ft8uLnVhIsLr5ap6mJjY6FQKDBmzBhxmaurK0aOHIn4+HgkJSWVqr4aNWrDyUmFgoJMyfV6fSEKCy1brh508mQsbtw4j6eeml6q1yfrYUsCUSWSmnoG3t6N4erqYbZco2nz7/o/oVZrJLY0yci4hkOHPsVzzy2Gk5Oq2Nfav/8juLvXRbt2w3Hw4P/KHTs5rhMnTqBZs2YWN4W7O39LQkIC6tevX2wd+fmZMBr1yMm5gd9//wpabTYaN37Cotzly4cwd24TCIIBanU9dOw4Bh06jLIop9XmYM+euXjiidfh4VG3HHtH5cEkgeymrHfCfPfdd7FixQrUrl0bAPDJJ5/giSeewIIFCxATEwMAyM/PR1paGjIyMip0n6ZM8YGbZw3xeWknnsnOvgEPDx+L5e7uPv+uTyt2+1273oOfXxBatuxTbLnU1LM4dmwNhg5dDblcUaoYHV1Zz7tBgwbh/PnzAICbN2+iffv22Lx5Mw4cOIA+ffqIgzmjo6Px1ltvVeg+ldf169fh52c5GO/uspSUlIfWsWLFs7h16x8AgLNzDXTpMgHBwS+YlfHxaYEGDUJRu3YT5OXdQULCBuzcOQvZ2ano0eMds7IHDy6GUumKjh3HwJ6q0yBFKUwSyC7u3glz//79UKvVCAkJQd++feHt7W1WLjY2FkFBQRbbT58+HePHjzdbNmXKFEyZMgUAsGLFChw65Hh9mHp9ARQKZ4vlSqULANN4g6Jcvvwrzp7djtGjtz/0deLiZqJp02545JGuZY7VEZXnvFu/fr34eNiwYQgPDxefh4eHIzY21rbB21B+fj5cXFwslt9NlPLz8x9aR58+/4NWm4M7d67ixIn10OnyIQgG3N+rPWTId2bbBAcPxpo1QxEfvxyhoS9DrTbNIJue/g9+//1r9O//uXjuk31wTALZRXnuhFkSGzZscMj7VyiVrjAYCi2W6/VaAKbxCVIMBj3i4maidev+YtdEUc6c2YKkpGN4+un/ljteR2ON806r1eKnn35Cnz59bBOkHahUKmi1WovlBQUF4vqHqV+/HR55pCvat4/G8OFrcerURuzZU/SltwAgk8nQseMYGI16XLkSLy7fuXMW6tdvh8cee/j9asi2mCSQXZTnTpgAsHjxYrRq1Qrjxo1DTk6O2br09HScPHnS7Jeeo/DwqCvZpZCTk/bvesuuCAA4efJ7pKf/g5CQYbhzJ0n8A4DCwlzcuZMkDhTbtet9BAY+C4XCWSxXUJAFAMjKSkFWVqotdq1SKO95BwBxcXHo2LEjvLy8xGUHDhxA69atERUVhYsXL9okdlvy8/PD9euWXWN3l91/j5iSUKm8EBDQCadPb3poWU9PU935+XcAAJcuHcLFi/vRocMos3PZaDRAry/493zNLlU8VHbsbqBKq6g7YY4bNw4zZ84EAEydOhWzZ8/GggX3LvXbuHEjoqKi4OTkZK/Qy8zXNxCXL/+GgoJss8GL166dENdLycxMhtGowzffPGex7uTJ73Hy5PcYNOhrtGjRE1lZKTh9epPkB/iXX0bAx+cxjBtXfWfwfNgdWB9spWrbti2uXLkCd3d3bNq0CS+88AKOHj1qj9DLrE2bNti/fz+ysrLMBi8ePnxYXF9aen2BmHwW586dqwAgTuJ19wqe9etHWpTNzr6OpUvDEBExGx07WnEGMyoSkwSyi/LcCdPH596v6ZdfftniPhXr16/HjBkzbBh9yZXkLnr3l3nmmRfRocMyeHv/KF6vrtVq8fHH66HRtBWvbMjIuIZXXvFA8+amGe0GDRqNv/56AuvW3Tare/36kYiMjMTo0aMRFhYGPz8/nDv3tUSku7B+/XqsWrUK9erVQ7dulnEvXFiqXa+UynPeAaa++d27d+PLL78Uy9//pdq3b1+MHTsWBoMBCoXjDAjt378/Fi5ciOXLl5udd99++y3CwsLEKxsSExNx8+YV1KnTVNw2Jycd7u61zeq7cycJly4dgr9/a3FZXt4duLp6mg2UNRh0OHToUygUzmjUqBMAICCgEwYNsjxHt26dCi+venjiiTfg49PCejtPxWKSQHZx/50w1Wo14uLixNYBwDTALCMjA7Vr1xbvhBkdHQ3AfCT2li1bxDtkAsCNGzdw7tw5dOvWrWJ3yErCwsIwYMAAzJgxAzdu3MAjjzyC7777DhkZSYiKWiSW27TpTSxZEg9BEAAAzZs3R/PmzXHypGWTcUBAgFn/eYsWPS3KCEIiAKBnz57iVSMAkJmZiU8++QQA8OuvvwIAPv30U3h5ecHLy8ti8GhlV57zDjDdX6VLly7w8LjXypOWliYmrocOHUKdOnUcKkEAij7vrly5gq+/vveFPWLECBw8eBDvvnvvaocvvngKAQGd4esbCJXKC7duXcKJE+tgNOoRHv62WO78+V34+eeleOyxXqhZswHy8zNw+vQm3LjxF7p3nyFe5ujlVQ9eXvUsYty587+oUaOO5PlLtsMkgezi/jthGo1GTJ06VbwT5ooVK6BWqxEREQGdTgeDwYDevXuLd8KcOnUqEhISIJPJ0KxZMyxfvlys94cffsBzzz3ncB/S91u1ahVmzpxpNof+kCGr0KhRhwqP5c6dO2ZfogCwaJEpWWnYsKHDJQnlOe8AU1fDwIEDzercsGEDli1bBicnJ7i7u4u3cnc0Uufdtm3b0KVLl2K3a9duBC5c2IuLFw+gsDAHNWrURpMmXSx+8fv4tECdOk1x6tRG5OXdgkLhBF/fQAwY8CUCA3vbeveojGTC3Z8iDiQrKwtqtRqZmZkWk39UpMLCQnzwgWn07ttvvw1nZ8tL1xxFbnY+FiwyTZ86ZdI01PB4+GhmMjHd4MnURz3uq/Vm8yRIKa67oaTbFLVdSeouaV0VoTArFzc++AMAUPfttnB+yLGjewpy8jF/oek9O33yNLi6V8x7trRzf1RGSiET/4HpPihzcRh6mbrIslZ5bxTmAh/8O/jz7RTA2b7neWm+Q9mSQFTByvKhU9JtSlKuuk8OQyVXFRICKh9eAklERESSmCQQERGRJCYJREREJIlJAhEREUlikkBERESSmCQQERGRJCYJREREJIlJAhEREUniZEpERCSppDN2VmWVaYZSe2BLAhEREUlikkBERESSmCQQERGRJCYJREREJIkDF4mISFJ1G6QopToNUpTClgQiIiKSxCSBiIiIJDFJKAdBECQfExERVQVMEspBp9NJPiYiIqoKOHCRiIjoX9V9oOKD2JJQDk5OTpKPiYiIqgImCeUgk8kkHxMREVUFTBKIiIhIEsckEBGRJN4FktiSQERERJKYJBAREZEkJglEREQkiUkCERERSeLARSIiKrGSTDbEwY1VB1sSiIiISBKTBCIiIpLEJIGIiIgkcUwCERFZlSNNwjRlsg+c3WvaO4xKiy0JREREJIlJAhEREUlidwNZyM7VQs/8scTyc7TiY132behQYMdoHIsuJ198nJuXC53CaMdoHIs27955p83KAvTaYkrbn1yfZe8QRApkA4q7zwR7hlLpMUkgAIAg3HujxM4+CpmgKKY03U8QdOLjFRPH2TESx6OQOaF/o4kAgNwl55Fr53gciQ4GwNX0+H/Lv7BvMCVRiT5SXJEnPhYK8wDUsl8wlRx/LhIAQCdjNl12SsgU/vYOwiEZBB1uFlyzdxgOSQk5fIxqe4fh8JR6g71DqNSs3pJgMBjw7rvvYs2aNUhNTYW/vz9efPFFvPPOO5DJZABMv1r/+9//4quvvkJGRgY6deqEL774Ak2bNrV2OFRCd/9vAOC5/7aHZw2VHaNxLPm5Waj12QsAdMh/7QTc3DzsHZLDyMu/ja5b+0Ehd8LOqI1QqfiLrqTysu/gye6vwwADNDu3ws3D8UboL1iUZvZ8yiSfh5aRKleSMvczZt8Cvv4SACBzditRrNWV1ZOEDz/8EF988QW+++47BAYG4tixY3jppZegVqvxxhtvAAA++ugjfPzxx/juu+8QEBCAmTNnIiIiAmfPnoWrq6u1Q6JS8nB3htrdxd5hOAwnmTOcFab+YL17TTi589ddSTkpBeidBOhRCDe3GkywSkHQF0JmKIQSgLOnJ1zVXvYOqdSMynyz565eXg8tI1WuJGXMykN/3zNZkeXIBknCb7/9hueeew69evUCADRq1Aj/93//hyNHjgAwtSIsWbIE77zzDp577jkAwKpVq+Dj44PNmzdj8ODB1g6pRARBgKAr3aApY+G9ZiptboHZ85JwdnOBXM4eHyIiqpysniQ8/vjjWL58Of7++280a9YMJ0+exKFDh7B48WIAwOXLl5Gamorw8HBxG7VajbCwMMTHx0smCVqtFlrtvZG7WVnWHSUrCAJuLjuFwqulq/f+gUOLli4u9ev6OtXCmBnjmSgQEVGlZPUkYfr06cjKykLz5s2hUChgMBgwd+5cDB06FACQmpoKAPDxMe8v8vHxEdc9aN68eZg9e7a1QxUJOmOpEwTg3sChNHlmmV43VXcbhXlauLqz/5+Iqp+S3FHSWmWobKyeJGzYsAExMTFYu3YtAgMDkZCQgAkTJsDf3x/R0dFlqnPGjBmYOHGi+DwrKwv169e3Vshm/N4Jg8y55NfqjBEeh06ne3jB+xTmFmDxF0tLGxoREVGFsnqSMGXKFEyfPl3sNmjZsiWuXr2KefPmITo6Gr6+vgCAtLQ0+Pndy/7S0tLQpk0byTpdXFzg4lIxA+lkzgrIS5EkAIDCpeyHsTC3FBPvCICgM417kDkprDreplRxEBFRtWD1JCEvL8+ij12hUMBoNA0KDAgIgK+vL/bu3SsmBVlZWTh8+DDGjat+E9FUxhaF+ydWIiKi6svqSULv3r0xd+5cNGjQAIGBgThx4gQWL16Ml19+GYDpevwJEyZgzpw5aNq0qXgJpL+/P/r06WPtcColZzcX+DrVQqrutr1DseBjVMOpMk2NRkREdmP1JOGTTz7BzJkz8eqrr+LGjRvw9/fHK6+8glmzZollpk6ditzcXIwZMwYZGRno3Lkzdu7cWW3mSJDL5RgzYzwK80o517oNuxvycguR+b8TUEJuNrESERFVX1ZPEjw8PLBkyRIsWbKkyDIymQzvvfce3nvvPWu/vMOQy+WV6qoGA+RsQSAiIjO8QJ+IiIgkMUkgIiIiSUwSiIiISBKTBCIiIpLEJIGIiIgkMUkgIiIiSUwSiIiISJLV50kgIqKqa/bs6xbLeBfGqostCURERCSJSQIRERFJYpJAREREkjgmgcrkwX7JkvRJSvVlSmH/JlH5lPS9Vtlej+/9yoctCURERCSJSQIRERFJYpJAREREkpgkkE1otVpMmzYN/v7+UKlUCAsLwz//HCx1PT169IBMJsP48eMl13/99ddo0aIFXF1d0bRpU3zyySeS5fbs2YNu3bqhdu3a8PLyQmhoKFavXl3qeIiqKr1ei92752DhwmDMmdMYX33Vq0zv2VWrBuHdd/2xffvbkuv/+GMtPv20C95/PwAff9wJhw9/bVHm3XffhUwms/hzdXUtdTxUPhy4WM3dHXAkGHUY9e+yBQvSIJM7lameu2Jjx+Hs2e3o0GEUQkIaIyFhPY4dG47o6O/RsGFYiercuHEj4uPji1z/5ZdfYuzYsejXrx8mTpyIX375BW+88Qby8vIwbdo0sdyPP/6IPn36oGPHjuKHz4YNGzBixAikp6fjrbfeKtW+ElVFmzdPEN+ztWqZ3rMxMaV7z549uwNJSceLXH/s2Gps2zYNLVr0QseOr+Dq1cOIi5sJnS4fnTtb/hD44osv4O7uLj5XKBSl3zEqFyYJZHXXrp3AmTNb0KPHTHTqNA4A0Lp1f3z++VPYvXsORo3a+tA6CgoKMGnSJEybNg2zZs2yWJ+fn4///Oc/6NWrF2JjYwEAo0ePhtFoxPvvv48xY8agZs2aAIBPP/0Ufn5+2LdvH1xcXAAAr7zyCpo3b46VK1cySaBqzxrvWZ2uALt2zUbnzq9h//4FEuvzsXfvfDRtGo5Bg74CAISEDIUgGHHw4BKEhAwDYH51Q//+/VG7du3y7yCVGbsbyOrOnt0GmUzx75vexMnJFW3bvoBr144jMzP5oXV89NFHMBqNmDx5suT6/fv349atW3j11VfNlr/22mvIzc3F9u3bxWVZWVmoWbOmmCAAgFKpRO3ataFSqUq7e0RVjjXes7/++jkEwYjHHx8ruf7y5d+Qn38H7dtHmy0PDX0ROl0e/v57r8U2giAgKysLgiCUco/IWpgkkNWlpp6Bt3djuLp6mC3XaNr8u/7PYrdPTEzE/Pnz8eGHHxb5JX7ixAkAQLt27cyWh4SEQC6Xi+sBoGvXrvjzzz8xc+ZMXLx4Ef/88w/ef/99HDt2DFOnTi3t7hFVOeV9z2ZkXMOhQ58iPPw/cHKSfs+mpp4BAPj7tzZb7ufXCjKZXFx/v8aNG0OtVsPDwwPDhg1DWlpaSXeJrITdDdXc3clLcnO0uDPnqlXqzM6+AQ8PH4vl7u4+/64v/o3es+drqF07EOfPPymOdThyJNds3MPNm9ehUChQt25ds22dnZ3h7e2NlJQUcdnMmTNx+fJlzJ07F3PmzAEAuLm54YcffsBzzz1Xtp20s23btmHSpEkwGo2YNm0aRo0aZba+a9euSE1NFQd6xcfHQ6VSYdCgQTh//jwA4ObNm2jfvj02b96MAwcOoE+fPmjUqBEAIDo6utp0w1j7WFpTcZMUCYY7GPTv44WL0iBTFJb5dcr7nt216z34+QWhZcs+xbxGGmQyBdzdzbsPlEpnqFQ1kZ2dKu7v4cMKhIa+hHr1QjBkiC9++eUXfPbZZzhy5AiOHTsGT0/PUu4hlRWTBLI6vb4ACoWzxXKl0tTcr9MVFLnt5cu/4uzZ7Rg9enuRZQDTmARnZ8vXAABXV1fk5+eLz11cXNCsWTP0798fzz//PAwGA5YvX45hw4Zh9+7d6NChQ0l2q9LQ6/WYOHEi9u/fD7VajZCQEPTt2xfe3t5m5WJjYxEUFGS2bP369eLjYcOGITw8XHweHh4uju+oLmx1LB1NRbxnTa8hPSBaqXQxe40OHe4lav36+aFfv34IDQ3F0KFD8fnnn2P69OnFvhZZD7sbyOqUSlcYDJa/avR6LQBTX6cUg0GPuLiZaN26v9jMWRSVSoXCQulfTgUFBWbdFOPHj8fWrVuxbt06DB48GEOHDsWePXvg5+eHN998s4R7VXkcOXIEgYGB0Gg0cHd3R8+ePbFr165S1aHVavHTTz+hT58+tgnSQfBYmlTEe9b0GjrJdXq9tsjXuGvIkCHw9fXFnj17ii1H1sUkgazOw6OuZPNkTk7av+stmzUB4OTJ75Ge/g9CQobhzp0k8Q8ACgtzcedOEgoL8wAAfn5+MBgMuHHjhlkdhYWFuHXrFvz9/cXnX3/9NXr16gW5/N7p7uTkhJ49e+LYsWNFJhuVVUpKCjQajfhco9EgOdlyYNmQIUMQHByMxYsXW6yLi4tDx44d4eXlJS47cOAAWrdujaioKFy8eNEmsVc2tjqWjqYi3rMeHj4QBANyctLN6tDrC5GffwceHr4PjbN+/fq4fft2qfatNASjEXl56Tb4u4U8mQyOOPyS3Q1kdb6+gbh8+TcUFGSbDYS6du2EuF5KZmYyjEYdvvnGcpzAyZPf4+TJ7zFo0Ndo0aIn2rRpAwA4duwYIiMjxXLHjh2D0WgU19+6dQt6vR4Gg8GiTp1OB6PRKLnO0cXExECj0SAzMxNRUVF49NFH0atXL3H9hg0bMGjQIPF527ZtceXKFbi7u2PTpk144YUXcPToUXuEXumU9lg6oop4z96tIyXlJJo16y6WS0k5CUEwFvkadwmCgCtXriA4OLjU+1cSgtGIEavaIUEm3dpRbo3qI7igAN8JAmS2eQWbYJJQjRQ7COq+yZTK67HHnsVvvy3D8eNrxGuu9XotEhLWQ6NpC7Xa9MstI+MadLp81KnTFAAQFPSc5AfF+vUj0bRpd7RtOwT16rUFAMTHt4BKVRNvvfU/HD1670Nj48bFcHJS4cyZEABA3bp14eXlhU2bNuG9994TxzHk5ORg69ataN68ucNdBunv72/2azc5ORmhoaFmZe7+Olar1Rg4cCCOHj0qfrHl5+dj9+7d+PLLL8Xy9w8E69u3L8aOHQuDwVDlJ6+xxbF0RBXxng0I6ASVqiaOHfvOLEk4dmwVnJxUaNr03rLc3FuoUcM0LuTe4OWVuHnzJmSyx21wBID8gtu2SxD+dcLVFfkyGdxs+irWxSSBrK5evbZ47LHe2Lt3HnJz01GrVgBOntyAjIwkREUtEstt2vQmrl6Nx7vvmq5EqFOnqfjh8yAvr/po0aKn+NzJSYVu3aZgx463sWHDGDRp8iQSE4/g1Kkf8NRT0+HmZppISaFQYPLkyXjnnXfQoUMHjBgxAgaDAV9//TWuXbuGNWvW2PBI2EZoaCjOnDmD5ORkqNVqxMXFYebMmeJ6vV6PjIwM1K5dG4WFhYiLi0N09L1r03fs2IEuXbrAw+PeL8a0tDT4+JialA8dOoQ6depU+QQBsM2xdESV6T0LAP/7X3sEBUWhbt0WUCpdkJh4BGfObIGvb6DZXA62cqDXD1C51bJaffn6fHTd9G+Lp8yR2hGYJJCN9O27FPv3a3Dq1A/Iz8+Ej08LDBmyCo0aWe9KgtDQF6FQOOG335bh/Pld8PT0R0TEbLOR0QDwn//8BwEBAVi6dClmz54NrVaLVq1aITY2Fv369bNaPBVFqVRi0aJF6NatG4xGI6ZOnQpvb29ERkZixYoVUKvViIiIgE6ng8FgQO/evdG/f39x+w0bNmDgwIFmdW7YsAHLli2Dk5MT3N3dq819LWxxLB1VZXrPtmr1PJKSjuHs2R3Q67Xw8qqHTp1eRZcub8LZ2fa/w1VuteDmZsWZHnV51qurgskEB5zKKisrC2q1GpmZmVa5XtZYaEDKrN8AAP7vPQ65c9X8BfXQ7gataZ6EFS4NS33vhsro7hwQtpaXkwm3hQ1Mjycnws1dXSGvWxXk5aUj7PtuAIDDA/Zb94O5CnjoPAkbTEnu+oE/QKaoWWTZqqa8721jRjpkS5ogXyaDccwRyNW1kJ93G123m46ntc/FPF0ewtaa7n9xeMhhuDnZt8OhNN+hbEkgIqJqRRAERPv5IMHVBdjleK2JFYlJQhVR3C8OInJMxf1izsl0RtKGCgzGBiqqte9B+XKZKUGQECw4Q+VqvfEIjo5JAhER2dS6dS/jypV4BAR0Fu8AaVf3DR7c98xG1PC411Wjcq0FmZxTCN3FI0FERDYVFjYKffsutXcYklQq0yDFu39MEMzxaBARkU0FBDwOZ2d3e4dBZcDuBiIiBzd5kg/c1fduSuUoY5QejFNqjEJZ98Ve4x2qGrYkEBERkSQmCURERCSJSQIRERFJ4pgEIiKyqe++G4i0tLMoLMzDokUhGDjwS9Sv387eYVEJMEmoQNu2bcOkSZNgNBoxbdo0jBplPl95165dkZqaCldXVwBAfHw8VCoVJk+ejK1bt8LZ2Rnt27fH8uXLoVQqsWbNGnz44YeQyWTIyVGjT58lUKv97bFrRFSJlGTQXkUOboyOLtmsT9aM6WFTWqOJ6fHChWmQKQqLLFvdB0Cyu6GC6PV6TJw4Efv27cOJEyewYMEC3Lp1y6JcbGwsEhISkJCQIN7COCIiAn/++SdOnToFrVaLVatWAQCaNGmCX375BadOnUJgYBT27p1foftERERVG5OEBwiFBhhL+VeSe2QdOXIEgYGB0Gg0cHd3R8+ePbFr164SxdSjRw8olUrIZDK0a9cOycnJAICOHTvCy8sLAKDRtEZ2dmqZ95uIiOhB7G54wPU5h0u9jXNDT9QZ2wqyYu4TnpKSAo1GIz7XaDTil/39hgwZAoVCgeHDh2PixIlm6/R6PdauXYtPP/3UYruEhA1o0qRLqWMnIiIqCpMEADInOZwbeqLwalaZti+8mgVBZ4SsnLeYjomJgUajQWZmJqKiovDoo4+iV69e4vopU6agQ4cOCAsLM9tu8+bNSEo6jpdf3lSu169qpPokq3v/ItFdZX0vOMpETdZS3T9HmCQAkMlkqDO2FQSdsVTbCYWGErc8+Pv7m7UcJCcnIzQ01KzM3ZYGtVqNgQMH4ujRo2KS8Pnnn+PcuXPYtm2b2TZHjx7F9OnTMXjw/0GplL6rGRERUVlwTMK/ZDIZ5M6KUv2VpuUgNDQUZ86cQXJyMnJychAXF4eIiAhxvV6vR3p6OgCgsLAQcXFxCAwMBABs374dK1aswIYNG6BU3svrrly5gqFDh2LDhg3w9PS10pGwnvPnd+OTTzrj44874fjxGHuHQ0REpcSWhAqiVCqxaNEidOvWDUajEVOnToW3tzciIyOxYsUKqNVqREREQKfTwWAwoHfv3ujfvz8A4M0334ROp0OXLqYxBwMGDMB//vMfzJkzB7du3cKIESOQmqpDzZoNMHjwN/bcTZHBoMdPP83Giy9+DxcXTyxfHoEWLXrCzY33aScichRMEipQVFQUoqKizJbt2LFDfHz8+HHJ7S5evCi5fMWKFVixYgWAytdPmJx8AnXrNoOnp6nv7pFHnsI//xxEy5Z97RwZERGVFJMEsons7DR4eNzrAvH09EVWlv0v0azug5CIysuad2qkyo9jEoiIiEgSkwSyCQ8PH7PJnbKyUuHh4WPHiIiIqLSYJJBNaDTBuHHjPLKyrkOrzcXFi/vwyCNd7R0WERGVAsckkE0oFEo8/fQsrFw5AIJgRKdOr/LKBiIiB8MkoYp4cDBRZRhI1Lx5BJo3j3h4QTt78FhxICMR3VXdPw/Y3UBERESSmCQQERGRJCYJREREJIlJAhEREUlikkBERESSmCQQERGRJCYJREREJIlJAhEREUniZEpVRGWYPMlRVffJUojKq6zvIVt+bhUXU06WM37YZHo8ebIP3D29bRaHo2NLAhEREUlikkBERESS2N1AIkEQYABgEPSAoXx16WEEACgdIA/NzNaWa/v83EI4GV0AALrcHOgEWdkrEwRAV2B67OQKyMpRl2T1AhSGQsisXG9ZGfNvw6VQAADkZd+GUVe+uAoM+QAAV4Wq3LFVdvk5t8XHhtu3oddLlxMEAQVOKP7/XBAgFJjOO5mr9c+7Il/WcMdmdedkORe5Li/Hdq9b1TBJIBNBwKEcA24bBPjiir2jqVBrply0Qi3rTP/897wV6rItdeY/aHtiMSpHmgCs/vffm4ues2scjiylZ1Sx6/+qB8wapqiwL/8Sa2K7qu+OOaDyqfw/86hCKCHDbYNg7zCoAmSqm8AoL/pXFlU9za8BLjp7R1H5tLjjBjf3mvYOo1JjSwIBAGT3/a5Mr9MIeln5To3K2t0weYqPbSoWBKigLX8zvg27G7SZefhuzlkAQJO4H+GirmG1ustDEATky2RW2dfq1N0AmI6dq77oroTc7DtIeaY3AGBH5Ca4edQqqiK7dDfYm5t7TcjlleszqrJhkkAWlDInQFG+U6OynlhqDxcb1u5qpXrUVqrHnFF/74Nf7lkLci8Pm7xOWbhXsnqqivvfxm7utYq/1M82px05OKZQREREJKmy/uCjUnpw4hBOrsRJkoiIyostCURERCSJSQIRERFJYpJAREREkpgkEBERkSQOXKyiSjpojwMciagy2bZtGyZNmgSj0Yhp06Zh1KhRZuu7du2K1NRUuLqaLjmOj4+HSqXCu+++ixUrVqB27doAgE8++QRPPPEEbt++jejoaFy9ehVqtRoxMTFo0KBBhe+Xo2KSQERElYJer8fEiROxf/9+qNVqhISEoG/fvvD2Np/fITY2FkFBQRbbT58+HePHjzdbNnfuXHTu3Blbt27Fr7/+iunTp2Pt2rU23Y+qhN0NRERUKRw5cgSBgYHQaDRwd3dHz549sWvXrnLVee7cOTz11FMAgE6dOmHHjh0QBE5BX1JMEoiIqFJISUmBRqMRn2s0GiQnJ1uUGzJkCIKDg7F48WKz5YsXL0arVq0wbtw45OTkAABatWqFTZtMd3vavn07MjMzcfv2bYs6bSlfny/52BGwu6Gauzt2QZtdiBVTLtg5mvLh5ElEVV9MTAw0Gg0yMzMRFRWFRx99FL169cK4ceMwc+ZMAMDUqVMxe/ZsLFiwADNmzMD48eMRHByMDh06oHHjxlAoFHbeC8dhk5aE5ORkDBs2DN7e3lCpVGjZsiWOHTsmrhcEAbNmzYKfnx9UKhXCw8Nx4YJjf0EREVH5+Pv7m7UcJCcnw9/f36zM3ZYGtVqNgQMH4ujRowAAHx8fKBQKKBQKvPzyy+JytVqN1atX48SJE/jf//4Hg8EALy+vitmhf6mUKsnHjsDqScKdO3fQqVMnODk5IS4uDmfPnsWiRYtQs+a923F+9NFH+Pjjj7Fs2TIcPnwYNWrUQEREBAr+vQsZERFVP6GhoThz5gySk5ORk5ODuLg4REREiOv1ej3S09MBAIWFhYiLi0NgYCAA4Pr1e1dqbdmyRVyekZEBnc50n+wlS5Zg6NChFbU7VYLVuxs+/PBD1K9fH99++624LCAgQHwsCAKWLFmCd955B8899xwAYNWqVfDx8cHmzZsxePBga4dEREQOQKlUYtGiRejWrRuMRiOmTp0Kb29vREZGYsWKFVCr1YiIiIBOp4PBYEDv3r3Rv39/AKYuhoSEBMhkMjRr1gzLly8HAJw+fRojR46ETCZDhw4dsGzZMnvuosOxepLw448/IiIiAgMGDMDBgweh0Wjw6quvYvTo0QCAy5cvIzU1FeHh4eI2arUaYWFhiI+Pl0wStFottFqt+DwrK8vaYRORgynr9fSDBg3C+fPnAQA3b95E+/btsXnzZhw4cAB9+vRBo0aNAADR0dF46623KnSfCIiKikJUVJTZsh07doiPjx8/Lrnd6tWrJZc/8cQT+Pvvv60XYDVj9STh0qVL+OKLLzBx4kS8/fbbOHr0KN544w04OzsjOjoaqampAEz9R/fz8fER1z1o3rx5mD17trVDJSuSGjRY1omayjsAsaxfHunp6RgwYACuXbuGli1bYu3atXB1dcWVK1fw4osv4tatW6hXrx7WrVsHtVpdrhipfMpzPf369evFx8OGDTP7wRIeHo7Y2FjbBk/kQKw+JsFoNKJt27b44IMPEBwcjDFjxmD06NHlauKZMWMGMjMzxb+kpCQrRkxVyd0vj3379uHEiRNYsGABbt26ZVEuNjYWCQkJSEhIgEplGkg0f/589OvXDxcuXEDjxo2xYsUKAMCkSZMwbtw4nD59GsOGDcOHH35YoftElqxxPb1Wq8VPP/2EPn362CZIoirA6kmCn58fHnvsMbNlLVq0QGJiIgDA19cXAJCWlmZWJi0tTVz3IBcXF3h6epr9EUkpz5fHjz/+iOHDhwMw/cLcunUrAPPJWJ566ils3LjRNsFTiZX3enoAiIuLQ8eOHc1Guh84cACtW7dGVFQULl68aJPYiRyJ1ZOETp06if19d/39999o2LAhANMgRl9fX+zdu1dcn5WVhcOHD6Njx47WDoeqmfJ8eWRmZordCPdv16pVKzEx2Lhxo2R9VPnExMTg1KlTOHDgALZs2YLt27ebrd+wYQMGDRokPm/bti2uXLmCkydP4qWXXsILL7xQ0SETVTpWTxLeeust/P777/jggw9w8eJFrF27FsuXL8drr70GAJDJZJgwYQLmzJmDH3/8EadPn8aIESPg7+/PZj+qEA/78njQokWLsGPHDrRt2xapqamoUaNGBUVKRSnP9fQAkJ+fj927d5sNkPP09IS7uzsAoG/fvkhMTITBYLDlbhBVelYfuNi+fXts2rQJM2bMwHvvvYeAgACLa1OnTp2K3NxcjBkzBhkZGejcuTN27twpDiSjyqWsAwntMQOi1JdHaGioWRmpL49evXpBrVaLrQn3f+loNBps2bIFAHDt2jXs3LmzgvaGinL/9fRqtRpxcXHibHuAaWxKRkYGateuLV5PHx0dLa7fsWMHunTpAg8PD3FZWlqaOKD60KFDqFOnDmfmo2rPJjMuPvvsszh9+jQKCgpw7tw58fLHu2QyGd577z2kpqaioKAAe/bsQbNmzWwRClUz5ZmM5dlnnxUvo1qzZg169+4NAEhPTxdvCDN37lyMGTOmIneJJNx/PX2bNm0wadIk8Xr6lJQUaLVaREREoFWrVggODkZQUJB4PT1g6moYOHCgWZ0bNmxAYGAg2rRpg+nTpxd5SR1RdcJ7N1CVUp7JWGbMmIH+/ftjyZIlCAoKwvvvvw8A2Lt3r/grtXfv3hg5cqTd9o/uKev19ID5ZZB3vf7663j99detF6CdGI1G5GXfAQDk59yxczTk6JgkUJVT1i+POnXq4ODBgxbLBw0aZDbAjaiyMhqN2BMZivpXcu0dClURTBLIwuQpPnDxcLZ3GERUSnnZdyQThKQAdzzqUVNiC6LiMUkgIqqCau/dCpW7KTF41KMm5HKbDEGjKo5JAhFRFaRyrwl3tffDCxIVg6klERERSWKSQERERJKYJBAREZEkJglEREQkiQMXrUQoNMBo7yDKQSjkHPXVSWGW+WVyTuoaHP1ORBaYJFjJ9TmH7R1Cuej/nXaYqodV886aPa+pT8Xg5YOZKBCRGX4ilIPMSQ7nhp72DsPqZE48LaoiJ3UN1NSnSq67o/SFLpOz9BGRObYklINMJkOdsa0g6By5o8FEpzUAUw4BMO0XVT1yuRyDlw82SwYKs3ItWhWIiO5iklBOMpkMMmfHv52snL0N1YJcLodLTY+HFyQiArsbiIiIqAhMEoiIiEgSkwQiIiKSxCSBiIiIJDFJICIiIklMEoiIiEgSkwQiIiKSxCSBiIiIJDFJICIiIkmccZEs6LS8I2RxBEGAvtA0FbfSWe7Q01jrCu9NKW4syIcxz/FnD60SBAHGggIAgNzVFSjhOSbk54uPCwz5kOvybBIelU6+Pv/hhSopJglk4duph+wdAtnBP917QGEstHcYZCXP/PAMtM6Om8BS5cDuBgJg+kXs10Rt7zDITtSZ/0DOBKHK+KseoHWydxT0oOC6wVApVfYOo1RkgiA43K19srKyoFarkZmZCU/PqnerZnu5vxmdilaVuhsA0/4oDFqH348qpYzdDaZNBRQ48W6ulZFKqaoU/y+l+Q5ldwOJZDIZnFzYJ10Szq72jsDa+FFQ2chr1CjztmXfksgcuxuIiIhIEpMEIiIiksQkgYiIiCQxSSAiIiJJTBKIiIhIEpMEIiIiksQkgYiIiCQxSSAiIiJJTBKIiIhIEpMEIiIiksQkgYiIiCQxSSAiIiJJTBKIiIhIEpMEIiIiksQkgYiIiCQxSSAiIiJJTBKIiIhIktLeAZSFIAgAgKysLDtHQkRE5Fjufnfe/S4tjkMmCdnZ2QCA+vXr2zkSIiIix5SdnQ21Wl1sGZlQklSikjEajUhJSYGHhwdkMpldY8nKykL9+vWRlJQET09Pu8ZSXfCYVzwe84rHY17xqssxFwQB2dnZ8Pf3h1xe/KgDh2xJkMvlqFevnr3DMOPp6VmlT6rKiMe84vGYVzwe84pXHY75w1oQ7uLARSIiIpLEJIGIiIgkMUkoJxcXF/z3v/+Fi4uLvUOpNnjMKx6PecXjMa94POaWHHLgIhEREdkeWxKIiIhIEpMEIiIiksQkgYiIiCQxSSAiIiJJTBKIiIhIEpOEcvrss8/QqFEjuLq6IiwsDEeOHLF3SFXCvHnz0L59e3h4eKBu3bro06cPzp8/b1amoKAAr732Gry9veHu7o5+/fohLS3NThFXPfPnz4dMJsOECRPEZTzm1pecnIxhw4bB29sbKpUKLVu2xLFjx8T1giBg1qxZ8PPzg0qlQnh4OC5cuGDHiB2bwWDAzJkzERAQAJVKhSZNmuD99983u9kRj/l9BCqzdevWCc7OzsI333wj/Pnnn8Lo0aMFLy8vIS0tzd6hObyIiAjh22+/Fc6cOSMkJCQIkZGRQoMGDYScnByxzNixY4X69esLe/fuFY4dOyZ06NBBePzxx+0YddVx5MgRoVGjRkKrVq2EN998U1zOY25dt2/fFho2bCi8+OKLwuHDh4VLly4JP/30k3Dx4kWxzPz58wW1Wi1s3rxZOHnypBAVFSUEBAQI+fn5dozccc2dO1fw9vYWtm3bJly+fFn4/vvvBXd3d2Hp0qViGR7ze5gklENoaKjw2muvic8NBoPg7+8vzJs3z45RVU03btwQAAgHDx4UBEEQMjIyBCcnJ+H7778Xy5w7d04AIMTHx9srzCohOztbaNq0qbB7927hySefFJMEHnPrmzZtmtC5c+ci1xuNRsHX11dYsGCBuCwjI0NwcXER/u///q8iQqxyevXqJbz88stmy55//nlh6NChgiDwmD+I3Q1lVFhYiOPHjyM8PFxcJpfLER4ejvj4eDtGVjVlZmYCAGrVqgUAOH78OHQ6ndnxb968ORo0aMDjX06vvfYaevXqZXZsAR5zW/jxxx/Rrl07DBgwAHXr1kVwcDC++uorcf3ly5eRmppqdszVajXCwsJ4zMvo8ccfx969e/H3338DAE6ePIlDhw6hZ8+eAHjMH+SQd4GsDNLT02EwGODj42O23MfHB3/99ZedoqqajEYjJkyYgE6dOiEoKAgAkJqaCmdnZ3h5eZmV9fHxQWpqqh2irBrWrVuHP/74A0ePHrVYx2NufZcuXcIXX3yBiRMn4u2338bRo0fxxhtvwNnZGdHR0eJxlfqc4TEvm+nTpyMrKwvNmzeHQqGAwWDA3LlzMXToUADgMX8AkwSq9F577TWcOXMGhw4dsncoVVpSUhLefPNN7N69G66urvYOp1owGo1o164dPvjgAwBAcHAwzpw5g2XLliE6OtrO0VVNGzZsQExMDNauXYvAwEAkJCRgwoQJ8Pf35zGXwO6GMqpduzYUCoXFyO60tDT4+vraKaqqZ/z48di2bRv279+PevXqict9fX1RWFiIjIwMs/I8/mV3/Phx3LhxA23btoVSqYRSqcTBgwfx8ccfQ6lUwsfHh8fcyvz8/PDYY4+ZLWvRogUSExMBQDyu/JyxnilTpmD69OkYPHgwWrZsieHDh+Ott97CvHnzAPCYP4hJQhk5OzsjJCQEe/fuFZcZjUbs3bsXHTt2tGNkVYMgCBg/fjw2bdqEffv2ISAgwGx9SEgInJyczI7/+fPnkZiYyONfRt27d8fp06eRkJAg/rVr1w5Dhw4VH/OYW1enTp0sLu39+++/0bBhQwBAQEAAfH19zY55VlYWDh8+zGNeRnl5eZDLzb/6FAoFjEYjAB5zC/YeOenI1q1bJ7i4uAgrV64Uzp49K4wZM0bw8vISUlNT7R2awxs3bpygVquFAwcOCNevXxf/8vLyxDJjx44VGjRoIOzbt084duyY0LFjR6Fjx452jLrquf/qBkHgMbe2I0eOCEqlUpg7d65w4cIFISYmRnBzcxPWrFkjlpk/f77g5eUlbNmyRTh16pTw3HPPVdvL8awhOjpa0Gg04iWQGzduFGrXri1MnTpVLMNjfg+ThHL65JNPhAYNGgjOzs5CaGio8Pvvv9s7pCoBgOTft99+K5bJz88XXn31VaFmzZqCm5ub0LdvX+H69ev2C7oKejBJ4DG3vq1btwpBQUGCi4uL0Lx5c2H58uVm641GozBz5kzBx8dHcHFxEbp37y6cP3/eTtE6vqysLOHNN98UGjRoILi6ugqNGzcW/vOf/wharVYsw2N+j0wQ7ptmioiIiOhfHJNAREREkpgkEBERkSQmCURERCSJSQIRERFJYpJAREREkpgkEBERkSQmCURERCSJSQIRERFJYpJAREREkpgkEBERkSQmCURERCTp/wGIMQXTa4BJNAAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "oldBlueAreas = blueAreas\n",
    "for i,geo in enumerate(oldBlueAreas.geoms):\n",
    "    if i==0:\n",
    "        blueAreas = geo\n",
    "    else:\n",
    "        if i==1:\n",
    "            geo = translate(geo,xoff=4,yoff=-2)\n",
    "        blueAreas = blueAreas.union(geo)\n",
    "rLean2 = [0.]*nDistricts  #NOTE - THE BELOW ONLY WORKS BECAUSE WE HAVE NO BLUE IN TRANSLATED AREAS\n",
    "rLean2B = [0.]*nDistricts\n",
    "for i, geo in enumerate(blueAreas.geoms):\n",
    "    fillPlotColor(blueAreas,[0.5,0.5,0.9])\n",
    "    plotCenter(i,geo,7)\n",
    "for polly in dPolyList[1]:\n",
    "    plotPoly(polly)\n",
    "for dNo,polly in enumerate(dPolyList[1]):\n",
    "    demPct = polly.intersection(blueAreas).area / polly.area\n",
    "    rLean2[dNo] = (0.5 - blueshift)*demPct + (0.5 + redshift) * (1.-demPct)\n",
    "    FS = 7\n",
    "    if rLean2[dNo] < 0.5:\n",
    "        FS=12\n",
    "    plotCenter(r3(rLean2[dNo]),polly,FS)\n",
    "plt.show()\n",
    "for i, geo in enumerate(blueAreas.geoms):\n",
    "    fillPlotColor(blueAreas,[0.5,0.5,0.9])\n",
    "for polly in dPolyList[2]:\n",
    "    plotPoly(polly)\n",
    "for dNo,polly in enumerate(dPolyList[2]):\n",
    "    demPct = polly.intersection(blueAreas).area / polly.area    \n",
    "    rLean2B[dNo] = (0.5 - blueshift)*demPct + (0.5 + redshift) * (1.-demPct)    \n",
    "    FS = 7\n",
    "    if rLean2B[dNo] < 0.5:\n",
    "        FS=12\n",
    "    plotCenter(r3(rLean2B[dNo]),polly,FS)\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "id": "133fed98-c996-457b-85ce-38a53bc8784e",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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n4qtZzwIAnlm1Hk4uzhZry4OEbi0BnVBthkCkZOXk4tFPT1m6GTUGgwQzkcudKiVIMDdnu7pwdahn6WZUmKOuasZDBZ0ajgVqAIDMxgEyG8v8G7u4ulRq/TaV0NMkkwmw0xW+Vgg2kEFu9n1UJqWTrcX2bau1hZ22cA6A0tEJTs7V/7OFaiYONxAREZEk9iQQWQFzLuxT2xZFKi8upkTEngQiIiIqBoMEIiIiksQggYiIiCQxSCAiIiJJnLhI1R4n2pl3wpxUXTzHnJRIJIU9CVZi3759aNWqFfz8/LBhwwaj/L59+6J169YIDAxEYGAgVKrClcZCQ0PRK6gvXph2E6FjbmDc6MkAgLi4OHTp0gW2trbYt29flR4LERFZB/YkWAGtVotZs2YhOjoaSqUSnTt3RkhICDw8PAzKRUZGwt/f3yBtx44dyM6/i7iTQVj2/m08OXwwAMDb2xsbN27EypUrq+w4iIjIurAnwQrExcWhXbt28PHxgYuLCwYPHoxDhw6ZVEdBgYDTp/MwdNgQAECjRo0QEBDAh58QEVGx+A1hBVJSUuDj4yO+9/HxQXJyslG58ePHo2PHjli1apVR3qm4PLRt6wA3N8s8e4CIiKwPhxtqiK1bt8LHxweZmZkYPnw4WrVqhaFDh4r5R4/loG/f6vGQmAdxwlzZcMXFyvfweeFERiL2JFgFb29vg56D5ORkeHt7G5Qp6mlQKpUYM2YMTp26/xQ0lUqFs2dU6NGz+gUJRERUfTFIsALdunXDhQsXkJycjJycHERFRWHQoEFivlarxd27dwEABQUFiIqKQrt27cT8Qwd/QvsODnBy4j83ERGVHYcbrIBCocDKlSvRr18/6PV6zJs3Dx4eHhgyZAg2bNgApVKJQYMGQaPRQKfTYdiwYRg1apS4/Z5d3+GxxwwfNfz7779jyJAhSE9Px759++Dn54eYmJiqPjQiIqrGGCRYieHDh2P48OEGaQcOHBBfnzlzpthtv/pmA+JOBhmkdejQATdv3jRvI6nScDElIrIE9j8TERGRJAYJREREJIlBAhEREUlikEBERESSGCQQEVGNk3c1Dl06dyzXQ/GK0nx8fDBy5EgAwNGjR+Hm5ibmffzxx1V5OBbDuxuIiKhGEfQ6pP+8AcdOHkXjRl4mPxSvyMSJExEcHCy+Dw4ORmRkZOU2vpphTwIREdUo6pS/YVuvCby9vcv9UDy1Wo0ff/xR7EmorRgkEBFRjaLL+RcK1/u9BuV5KF5UVBR69OgBNzc3Me3o0aMICAjA8OHDcfXq1Uppe3XD4QYymVqtxqJFi7Blyxakp6ejQ4cOWLp0KQYOHGhSPQMHDsRPP/2El19+GWvWrBHTFy++hXff9ZbcZsCABXj00VeKrTM8PBTXrv2Krl2fwdCh75vUnqqg1aoRHb0c8fG7kJ+fCU/PNujffx4eeeSxErcbO3YTTp8OR1raX1Cp0uHk5IHHH++Jd99916C79OjRo+jXr1+x9SxduhRa7XOSed9/Pwdnz26Dn18wJkwIL98BVqLynruHFXeNZGYm49y57fj77yO4d+86PvtMAX9/f7z99tsGXc5A4Xj2sWPHJOtXKBTQaDSmHyBVqdIeihcREYHQ0FDxfadOnZCQkAAXFxfs2bMH48aNM3hGTk3FIIFM9swzzyAyMhIzZ86En58fvvrqKwwZMgTR0dHo3bt3merYvXt3qctAN2/eBwEBow3SvLz8iykNXLx4AElJxa88WR3s3TsTFy/uR/fuz8PdvTnOn9+BrVsnISxsJ5o2DSp2u7S0S3BwUKJ79ylwcnJHTs4dnDu3E926dUNMTAwCAgIAAG3atMGWLVuMtt+yZQsOHTqExx9/HA8s1ClKTo7H+fMRUCgczHas5lbec/egkq6Rv/76EcePf47WrZ9AYOBoPP64M8LDwzFw4EBs2rQJzz77rFj2rbfewvPPP2+wfW5uLqZPn47HH3+8/AdJZiF38YA2+1/xfXJyMrp162ZQRuqheEVBgkqlwuHDh/Hll1+K5evUqSO+DgkJwfTp06HT6SCXyyvzUCyOQQKZJC4uDtu3b8fy5csxZ84cAMDkyZPh7++PefPm4eTJk6XWkZ+fj9mzZ2P+/PlYtGhRseU8PJojIODpMrVLo8nHoUOL0bv3y4iOXl62g6liN2+ew4UL32HgwIXo1etFAEBAwCh88UV/HD68FM8//0Ox2/btO8sobdu219GoUSOsXbsW69atAwB4enpi4sSJRmUXL14MPz8/dO3aFQcOGC7BLAgCoqLeRkDAKFy7drwih1hpKnLuipR2jfj69sLrr5+Cs3NhN/Vrr3lh+vTpCAwMxKJFiwyCBKles2+++QYAMGHChHIdI5mPvXdLaO7eQEpKCuQ2XoiKisLChQvFfK1Wi4yMDNSrV098KF5YWJiYf+DAAfTp0weurq5iWlpaGjw9PQEAx48fR/369Wt8gABwTgKZKDIyEnK5HNOmTRPTHBwcMGXKFMTExCApKanUOj766CPo9XoxyCiJRqOCRpNfarkTJ76AIOjRs+f0UstaysWL+yCTydG58/0vcVtbB3TqNA43b55BZqbxmGlJGjRoACcnJ2RkZJRYLi4uDlevXi32yys+PhK3b19G//5vmLT/qmSOc1faNdKgQSsxQChib2+PIUOG4ObNm8jOzi6x/m3btsHZ2RkjRowowxFRZZLZyFG33/MY9uQQBAYGYvbs2eJD8VJSUqBWqzFo0CB06NABHTt2hL+/v8FD8SIiIjBmzBiDOiMiItCuXTsEBgbijTfekOyxq4nYk0AmOXfuHFq2bGnQ9QZA7Mo7f/48GjduXOz2iYmJ+OCDD7Bp0yY4OjqWuK/z5yNw6tTXAATUq+eHPn1eQ4cOTxmVy8i4iePH12DEiFWwtS25TktKTb0AD4/mcHBwNUj38Qn8L/9PKJU+JdahUmVCr9ciJ+c2nn/+bWRlZWHAgAElbrN161YA0r9w1eoc/PTTe3j00Vfg6trAhKOpWhU9dxW5RlJTU+Hk5AQnJ6diy9y5cweHDx9GaGgonJ2dTaqfKoeTXxDObJ4PZZ37/x5lfSjeg7dBFnnllVfwyivFz4eqqRgkkElu3boFLy/jpwgWpaWkpJS4/ezZs9GxY0eMHTu22DLvvOOFQ4d6YsyYMfD19cX69Zdw6tRX2L17BtTqbHTtGmZQ/tChJfDy8kf79iNNP6AqlJ19G66unkbpLi6e/+WnlVrHhg1P4t9///lvOxe8/fbbmDJlSrHl33nnJjZu/BY+Ph2xdaszAMOhhmPHVkGhcECPHtOkK6gmKnruynKNSD0d8+rVq9i9ezdGjx5dYtfyjh07oNVqrXqoYd++fZg9ezb0ej3mz59vNOeib9++SE1NhYND4byVmJgYODo6IjQ0FJcvXwZQGCx17doVe/fuxdGjRzFy5Eg0a9YMABAWFobXX3+9So+JKo5BAplEpVLB3t7eKL3og6No1TIp0dHR2LVrF2JjY0vdz4kTJ8TX5851RceOY7F+/RM4cuQDBAaOEX8NXr9+Ahcv7sfUqftNPZQqp9XmQy63M0pXKArPZ1mGVUaO/BhqdQ7S02/g9u3dUKlU0Ol0sLGRHjm8du1X5Obekbwj5O7df/DbbxsxatQXYhuqq4qcu/JeI3l5eRg9ejQcHR3xwQcflFh227ZtqF+/vsl3+FQXWq0Ws2bNQnR0NJRKJRcfIhHnJJBJHB0doVarjdLz8/PFfClarRavvvoqJk2ahK5du5q8X4XCDt26PYv8/EykpPwOANDptIiKWoiAgFFit3N1plA4QKcrMErXagvPp61t6XcWNG7cBS1a9EXXrmH48ccf8c0332DBggXFlv/jjz2QyeTw9zceJz94cBEaN+6Ctm2HSmxZvZT33JX3GtHpdBg7diwuXryIyMhIeHtL35ILANeuXUNMTAxCQ0OhUFjn7664uDi0a9cOPj4+XHyIDDBIIJN4eXnh1q1bRulFacV9mIaHh+Py5ct44YUXkJCQIP4BQHZ2NhISEpCXl1fivuvUKaxbpcoAAMTH78Tdu/+gc+eJSE9PEv8AoKAgF+npSSgoKLnOquTq2kCyWzwnJ+2/fOPu9JLUrVsX/fv3F+ccPEylUuHSpSg0b/4oXFzqG+Rdu3YcV69Go3v35w3OnV6vg1abj/T0JOTnlzxRryqV99yV9xqZOnUq9u3bh6+++gr9+/cvsW3btm0DYN13NaSkpIi3BAJcfIjus86wlywmMDAQ0dHRyMrKMpi8WDSEEBgYKLldYmIiNBoNevXqZZQXHh6O8PBw7Nmzp8RfIenpNwBAnIGemZkMvV6DTZuMfyXHx+9EfPxOhIZuRJs2g8t6eJWqYcN2uH79JPLzsw0m4N28eU7MN5VKpUJmZqZk3vfff4+CghzJyZ5FdwPs2GE8nyE7+xY++SQIgwYtRo8eU01uU2Uo77krzzUyd+5cbN68GatXr8a4ceNKbdu2bdvwyCOPoHv37qYellXh4kO1E4MEMsmoUaOwYsUKrF+/XryFUa1WY/PmzQgKChLvbEhMTEReXh5at24NABg7dqxkABESEoIhQ4Zg6tSpCAoqXBBn3rwLRreiqdU5+O23DXBycoeXVwcAgL//CMkvhx07psDPbwA6dRqPRo06me3YK6pt2ydx8uQ6nDnzjXivv1arxvnzO+Dj00mcnZ+RcRMajQr16/uJ2+bk3IWLSz2D+hISEnDkyBF06dJFcn/btm2Dk5MTwsOfhYuLi0FeYuJTeOaZZuL77dvvAQB++GEe3Nwa4dFHX4WnZ5sKH7O5lPfcmXKNLF58CydOfIHDh1fg0UdfxWuvvVZqu86dO4dLly4Z3INvjby9vQ16Drj4EBVhkEAmCQoKwujRo7FgwQLcvn0bLVq0wNdff42EhARs3LhRLDd58mQcO3YMgiAAAFq3bi0GDA/z9fU16EGIi9uMv/46iFatHodS6YPs7DScO7cdmZnJeOqpz6BQFE5gq1/fz+CL9EFubo2rTQ9CkUaNOqFt22E4cmQZcnPvwt3dF/HxEcjISMLw4SvFcnv2vIYbN2Lw7rv37xRZu7Y/fH17o2HDdnB0dMO//17Dp5/ugEajkZxUd+/ePURFReHpp582ChAAoEmTJmjSpIn4Pj6+cLjo4MF34Oxcv8acO1OukUuXonD48FK4uzdHvXp+4uJIRQYOHCguplOkpNtLrUm3bt1w4cIFJCcnQ6lUcvEhEjFIIJOFh4dj4cKFBs9u2LdvH/r06WOW+ps06YqkpNM4e3Yb8vLSYWfnBB+fQIwYsQrNm5dt2efqKiTkE0RH++D333dBpSp8/sD48eFo1qzkruouXSbjypUjuHr1KAoKcuDsXA9Dhz6ON998E+3btzcqv3PnTmg0GowfP76yDqXKlffclVVq6p8AgHv3rmHPnlewZ49hfnR0tEGQoNfrsX37dnTq1AmtWrUySxssRaFQYOXKlejXrx/0ej3mzZsnLj60YcMGKJVKDBo0CBqNBjqdDsOGDSvT4kPr1q2Dra0tXFxcas3iQzWNTCj6qWdFsrKyoFQqkZmZabSoT1XS6fJw9FjhB3Tfx/6AXF78YiuWlJ1/F3EnC7vyu/WMhatDvVK2sKzFi40nRlqKoEtHaETh0tA7xuyCTF7Xwi26T+q+/vKqjHMu1+Si7t1EAEB6vSbQ2VrXIkPmPL+mysvKxdqpheP7L/7fDjjVsa5zZ0mZWbkIeP8oACD+zb4GiylZSl6BFm0X/QgAuLhkEJzsLPv73JTvUPYkULXz8IdzdQoaLKWyv7B4zi0bFBBVV7wFkoiIiCQxSCAiIiJJDBKIiIhIEoMEIiIiksSJi1TtlXVCWW2cbFdZatI554REovJjTwIRERFJYpBAREREkhgkEBERkSTOSaAaoyYtCGSt4+gPtludno0NCxIt2gYiqhiTexJ++eUXDBs2DN7e3pDJZNi7d6+Yp9FoMH/+fLRv3x7Ozs7w9vbG5MmTkZKSYlDHvXv3MGHCBNSpUwdubm6YMmUKcnJyKnwwREREZD4mBwm5ubkICAjA559/bpSXl5eHs2fPYuHChTh79ix2796Ny5cvY/jw4QblJkyYgD///BOHDx/Gvn378Msvv2DatGnlPwoiIiIyO5OHGwYPHozBg6UfI6tUKnH48GGDtDVr1qBbt25ITExEkyZNcOnSJRw8eBCnTp1Cly5dAACfffYZhgwZghUrVsDb27sch0FERETmVukTFzMzMyGTyeDm5gYAiImJgZubmxggAEBwcDBsbGwQGxsrWYdarUZWVpbBHxEREVWuSp24mJ+fj/nz52PcuHHi4yhTU1PRoEEDw0YoFHB3d0dqaqpkPcuWLcPixYsrs6lEFmPNE+3K2va5sz1hX9dVfP/wpFKpesoy8dSazx2RNai0ngSNRoMxY8ZAEASsXbu2QnUtWLAAmZmZ4l9SUpKZWklERETFqZSehKIA4caNG/j555/FXgQAaNiwIW7fvm1QXqvV4t69e2jYsKFkffb29rC3t6+MphIREVExzN6TUBQgXLlyBT/99BM8PDwM8nv06IGMjAycOXNGTPv555+h1+sRFBRk7uYQERFROZnck5CTk4OrV6+K769fv47z58/D3d0dXl5eGDVqFM6ePYt9+/ZBp9OJ8wzc3d1hZ2eHNm3a4IknnsDUqVOxbt06aDQazJgxA2PHjuWdDURERNWIyUHC6dOn0a9fP/H9rFmzAABhYWF499138f333wMAAgMDDbaLjo5G3759AQBbt27FjBkzMGDAANjY2ODpp5/Gp59+Ws5DIJJW3slw5a3fmld4rGplmXDISYlElmdykNC3b18IglBsfkl5Rdzd3bFt2zZTd01ERERViA94IiIiIkkMEoiIiEgSnwJJtUpF5inMme0JF6VHsfllHUPn3AUishbsSSAiIiJJDBKIiIhIEoMEIiIiksQggYiIiCRx4iLVeiVNOMzJtENSRNXtj4ioOmFPAhEREUlikEBERESSGCQQERFVogefVlCGJxdUKwwSiIiIKpFKo5N8bQ0YJBAREZEkBglERESVyNFWLvnaGvAWyGpEr9dDrc4ye735D9SZnZcNnU76n10QBCgUOshksmLrEgQB+bp8AICD3KHEsjVBnuae+FqXmw5NMWG1IAhQww4o6XwIgJCvAgDIHByBmn3qUJCbK77OzNfALq9AspwgCJDphFKvJW1BYTetws66PmTLQ5WjFl9nZedCg+IGsgU4Qg1ZMReTAECrLqxLYW9f0y85AIAmJ098rcrNhq1N8d37jk4ukNlU/m/lBy9ta/vIZJBQTej1ekQd7AcHh5uVup8NazZAr7ctNv+u/V0c8zpW47/Aysq+QMCW/16n9B9m0bZYG52NHdDnYwDAzsXnLdsYKyMIGvH11lnPWbAl1kcjUwDNpgIAun9ypsSyXRxSsHPRlCoJFKwVz0w1oVZnVXqAkJlZH3p9yXFhPXU9yIWa/0utrNS2wF+NLN0K62SjL4Ay8x9LN8NKKSCTe1u6EVZJIWjhlV+2J62ezveGKi+nkltk3diTUA116vgzHByUAIDly9OM8ufO9TS5TkEQoNYD/R837CJYuaKwfhubXMh03wMAfgrZDQdHZbH11KbhBgAQxgqwL0Cxx5qtyUGnuMIPpd+6+cLZ1qmYimrXcAMANBIE6OT2xZ67e6oCDProGADgxzl94OFgV2xdtWm4AQAEoRcATbFDCXm52ai3tm3h65fOwcnJ1bgO1L7hBgB4VRCgsbEt9rrLy81Bl4/PVXGrrBODhGrIwUEJR0c3AIAgqIzyi/JMJfXVpcB/X1oCoP8vzdneHY72xe/D+KOoFnAoPsu2wB759ukAAGcXZ7jauRRfuE6tPHvF0sgEaP77HHd1sYPS0d6yDap2ir/wbG10sLUp/L/W1qUubF2kA/viw66arbYet7lxuIGIiIgkMUggIiIiSRxusEKLFxtPynn4yYJSZcpq+fI0yWGOkvZHREQ1D3sSiIiISBKDBCIiIpLEIIGIiIgkcU5CNVSWOQEPq8gchPJ4eH+co0BEVPOwJ4GIiIgkMUggIiIiSQwSiIiISBKDBCIiIpLEiYuVxNSJhDJZFnr1rqTGEBERlQN7EoiIiEgSgwQiIiKSxOGGSqDX6yGTZZVSSvvffwv/CeTynEptExERkakYJJiZXq9H1MF+6NX7pqWbQkREVCEMEsxMrc6Cg0P5A4TMTB/o9S6QyczYqCpQlidTEpH14//rtQuDhEr0W0wEdDqXYnINhxuKFAYInCpCRESWxyDBTFSqTMjlBcjPzxTTdDoXCEIdk+qxth4EIiKquRgkVIAgCOLr2DguckBERDULg4QK0OkUyMysD6XyjlGetc4tMCc+KZKodijvU2j5mVD9MUioAJlMht/jB8HGRgtgPB48nZxbQERE1o5BQoXJoNfbAnCFTGZ7P7UW9yAQEVHNwJ+6REREJIlBAlE1o1arMX/+fHh7e8PR0RFBQUE4fPiwyfUMHDgQMpkMM2bMkMxPS0vDCy+8AB8fHzg4OKBZs2aYMmWKQZlmzZpBJpNJ/vn5+ZXr+Mj6abVqHD68FCtWdMTSpc3xf/83FP/8c8zkekq7RsnyONxAZsEJSObzzDPPIDIyEjNnzoSfnx+++uorDBkyBNHR0ejdu2x30ezevRsxMTHF5iclJaFXr14AgOnTp8PHxwcpKSmIi4szKLd69Wrk5BguGX7jxg28/fbbePzxx008MqruyjoBce/embh4cT+6d38e7u7Ncf78DmzdOglhYTvRtGlQmeq4ePFAidcoVQ8MEoiqkbi4OGzfvh3Lly/HnDlzAACTJ0+Gv78/5s2bh5MnT5ZaR35+PmbPno358+dj0aJFkmVeeOEFKBQKnDp1Ch4eHsXWNXLkSKO0pUuXAgAmTJhQhiOimubmzXO4cOE7DBy4EL16vQgACAgYhS++6I/Dh5fi+ed/KLUOjSYfhw4tLvEapeqBww1E1UhkZCTkcjmmTZsmpjk4OGDKlCmIiYlBUlJSqXV89NFH0Ov1YpDxsL/++gtRUVGYO3cuPDw8kJ+fD41GU+Y2btu2Db6+vujZs2eZt6Ga4+LFfZDJ5OjceaKYZmvrgE6dxuHmzTPIzEwutY4TJ76AIBR/jVL1wSCBqBo5d+4cWrZsiTp1DFfq7NatGwDg/PnzJW6fmJiIDz74AB9++CEcHR0ly/z0008AAE9PTwwYMACOjo5wdHTE4MGDkZCQUGr7Ll26hPHjx5ftgKjGSU29AA+P5nBwcDVI9/EJ/C//zxK3z8i4iePH1yA4+K1ir1GqPjjcYCZvvtkQdnZ24vvyLi5iLcw1B2Hfvn2YPXs29Ho95s+fj+eff94gv2/fvkhNTYWDgwMAICYmBo6Ojrh79y5Gjx6Nmzdvon379ti2bRscHByQkJCAZ555Bv/++y8aNWqE7du3Q6lUmqWtVeHWrVvw8jI+t0VpKSkpJW4/e/ZsdOzYEWPHji22zJUrVwAA06ZNQ9euXbFjxw4kJiZi8eLFCA4Oxu+//w4nJyfJbbdu3QrAuocaynvNhYaG4vLlywCAO3fuoGvXrti7dy+OHj2KkSNHolmzZgCAsLAwvP7661V6TOVR3s+o7OzbcHX1NEp3cfH8Lz+txO0PHVoCLy9/tG8/UmxDXFwuFi++xblN1RCDBLIYrVaLWbNmITo6GkqlEp07d0ZISIjRGHlkZCT8/f0N0j744AM8/fTTmDFjBubMmYMNGzZgxowZmD17Nl588UWEhoZi69at+PDDD/H+++9X5WFViEqlgr29vVF60ReWSqUqdtvo6Gjs2rULsbGxJe6jaCJiw4YNsX//ftjYFHYoNmrUCOPGjcO2bduMvjiBwsegb9++HR07dkSbNm3KfEzVSUWuuR07doivJ06ciODgYPF9cHAwIiMjK7fx1YRWmw+53M4oXaEovG41mvxit71+/QQuXtyPqVP3V1r7yLw43EAWExcXh3bt2sHHxwcuLi4YPHgwDh06VKZtv//+e0yaNAlA4Qf2Dz8UTpa6dOkS+vfvDwDo378/du/eXTmNrySOjo5Qq9VG6fn5+WK+FK1Wi1dffRWTJk1C165dS90HAIwZM0YMEABg9OjRUCgUxU6OPHbsGJKTk626F6Ei11wRtVqNH3/8UXJSZ22gUDhApyswStdqC69bW1sHye10Oi2iohYiIGCUODRB1R+DBLKYlJQU+Pj4iO99fHyQnGw86Wn8+PHo2LEjVq1aJaZlZmaKwwgPbtehQwcxMNi9e7dkfdWZl5cXbt0y7gYuSvP29pbcLjw8HJcvX8YLL7yAhIQE8Q8AsrOzkZCQgLy8PIM6PD0Nu4zlcjk8PDyQnp4uuY+tW7fCxsYG48aNK9exVQcVueaKREVFoUePHnBzcxPTjh49ioCAAAwfPhxXr16tlLZXF66uDSSHFHJy0v7LNx6KAID4+J24e/cfdO48EenpSeIfABQU5CI9PUm8RquGAEfkIy83G3k5mSb9CXp9FbbTsjjcQNXa1q1b4ePjg8zMTAwfPhytWrXC0KFDiy2/cuVKvPTSS/jyyy8xdOhQODs7V2FrKy4wMBDR0dHIysoymLxYNIQQGBgouV1iYiI0Go249sGDwsPDER4ejj179mDkyJHo3LkzABh9ORYUFODu3buoX7++UR1qtRq7du1C3759iw1UaorSrrmIiAiEhoaK7zt16oSEhAS4uLhgz549GDduHE6dOmWJpleJhg3b4fr1k8jPzzaYvHjz5jkxX0pmZjL0eg02bRphlBcfvxPx8TvRt++equmhEQRE2i1GF5u/gbWmb37Jti1aLzgBmU3N/53NIIHKxRxPePT29jb4okpOThZn8Rcp+tWnVCoxZswYnDp1CkOHDoVSqRR7E5KTk8UvLh8fH3z33XcAgJs3b+LgwYMmt8uSRo0ahRUrVmD9+vXi7WFqtRorV26Aj08nbNqkAHALGRk38cILrmjdujUAYOzYsZIBREhICIYMGYKpU6ciKKhwkZu+ffuiQYMG2Lp1K958801xvsNXX30FnU6HgQMHGtVz4MABZGRkWPVQA1Cxaw4onBNy+PBhfPnll2L5B4O5kJAQTJ8+HTqdDnK5vDIPxSTmnEjdtu2TOHlyHc6c+UZcJ0GrVeP8+R3w8ekEpbLw/GVk3IRGo0L9+oUrc/r7j5AMIHbsmAI/vwHo1Gk8jh9vhvj4yn96rCPUhQFCObXRXEReXjacXKxnUnR5MUggi+nWrRsuXLiA5ORkKJVKREVFYeHChWK+VqtFRkYG6tWrh4KCAkRFRSEsLAwA8OSTT2LLli2YMWMGvvnmGwwbNgwAcPfuXXh4eEAmk+G9994zWG/AGgQFBWH06NFYsGABbt++jRYtWuDrr79GRkYShg9fKZbbs+c1rF4dA0EQAACtW7cWA4aH+fr6Gvw6s7e3x/LlyxEWFoY+ffpg0qRJSExMxCeffIJHH30UTz31lFEdW7duhb29PZ5++mnzHnAVq8g1BxQGS3369IGr6/1f0GlpaeLQzfHjx1G/fv1qFSCYW6NGndC27TAcObIMubl34e7ui/j4CMlr9MaNGLz7buEdOfXr+4kBw8Pc3BqjTZvBVdJ+oPAJvkXyXjwHOBe/oNiDVLnZ8Fgr3VNSUzFIIItRKBRYuXIl+vXrB71ej3nz5sHDwwNDhgzBhg0boFQqMWjQIGg0Guh0OgwbNgyjRo0CACxYsACjRo3C6tWr4e/vj//9738AgCNHjogf+sOGDTN6FoE1CA8Px8KFC7Flyxakp6ejQ4cOGD8+HM2adTfbPiZPngw7Ozt88MEHmDt3Ltzc3PDCCy/g/fffN/qCy8rKwv79+8UeHGtWkWsOKBxqGDNmjEGdERERWLduHWxtbeHi4oItW7ZU9WFVuZCQTxAd7YPff98FlSoTnp5tzH6NVhUnZ1egFvQIlJdMKPopYkWysrLE7uaHF52pSgUFBeLtdW+++aZVr5Mgk2VBr/8WAGBjMw6CYNp5rc33N2cX5MDvROFktSu9WsDVzsXs+5C6nmrCOb+jUqPr4sLFnU69E4z6jsa3f5K0vJxMOK1oUvh6TmKJXd/W9nn0oEq5znPuACtaFL6ecxVwMZ6HI+XBc3731etwcinb52RegQ5dlhZe5xeXDIKTnWV/n5vyHcqeBCIiIhM9+lE0VJC+3bMmYZBAZlFTf+lWhfL+yivLdvw3qJ2suefgYdXps8XRtmJzTbo0rVvhOqoagwQiIqIyeHDC45m3gwE7026xdrSVG9RhDRgkEBERmcjJTgFYeG5BVaj5K0EQERFRudT8MIiqBMe+y64qx4ur03guVZ7lK9IAWVUuaWxZ5ljMjcqGPQlEREQkiUECERERSeJwAxERUWUTBEBTziEhWyfAQndFMEggIiKqTIIAbBoEJMWWb/vG3YHnDlokUGCQQGbBCXKFli9Pg1ybbelmlIj/VjXP3DmeBssy16TFlGoETV75AwQASPqtsA4T12UwBwYJREREVWXOVcDOqWxlC/LuP2PCQhgkEBERVRU7J4v0CJQX724gIiIiSQwSiIiISBKHG6hcONHt/uQwnSIP6GnhxlQQnyhp3WrbiosP42TcysOeBCIiIpLEIIGIiIgkMUggIiIiSZyTUEkeHg+z5sVNOLZX+/DfnIgABglmo1arsXDhQmzZsgXp6eno0KEDli5dioEDB5pUT3h4KK5d+xVduz6DoUPfN8o/e3YbTp5ch/T0JCiV3ggKeg5BQVMMyty9exWnT2/BzZtncevWBeh0arz2Wizq1m1coWMkIqLahcMNZvL8889j1apVmDBhAj755BPI5XIMGTIEx48fL3MdFy8eQFLSmWLzT5/egu+/n4P69VthyJClaNSoM6KiFuL48TUG5ZKSziA2diMKCnJRv75lV+siIiLrxZ4EM0hOTkZERASWL1+OOXPmAAAmT54Mf39/zJs3DydPniy1Do0mH4cOLUbv3i8jOnq5RL4KR458AD+/YISG/h8AoHPnCRAEPY4dW43OnSfC0dENANCq1eN4442/YG/vghMn1iI19U/zHSwREdUa7Ekwg4sXL0Iul2PatGlimoODA6ZMmYKYmBgkJSWVWseJE19AEPTo2XO6ZP716yehUqWja9cwg/Ru3Z6BRpOHv/8+IqY5OdWFvb1LOY+GiIioEHsSzCA1NRV+fn6oU6eOQXq3bt0AAOfPn8c77wwrdvvExER8+OHn2LRpEy5fdixmHxcAAN7eAQbpXl4dIJPZIDX1AgICnq7IYVAJrHniaXlwcRrrUtufAslrs/KY3JPwyy+/YNiwYfD29oZMJsPevXsN8gVBwKJFi+Dl5QVHR0cEBwfjypUrBmXu3buHCRMmoE6dOnBzc8OUKVOQk5NToQOxpOzsbDRs2NAo3cur8MJNSUkpcfvZs2ejY8eOGDt2bAn7SINMJoeLSz2DdIXCDo6OdZGdnVqOlhMRERXP5CAhNzcXAQEB+PzzzyXzP/roI3z66adYt24dYmNj4ezsjEGDBiE/P18sM2HCBPz55584fPgw9u3bh19++cWgq97aaLVa2NvbG6U7ODgAAFQqVbHbRkdHY9euXVi9enUp+8iHXG4rmadQ2EOjyZfMIyIiKi+ThxsGDx6MwYMHS+YJgoDVq1fj7bffxogRIwAA4eHh8PT0xN69ezF27FhcunQJBw8exKlTp9ClSxcAwGeffYYhQ4ZgxYoV8Pb2NqpXrVZDrVaL77OyskxtdqVSKBQG7StSFBg5OkoPIWi1Wrz66quYNGkSunbtWso+HKDTaYqpRw1bWwcTW01ERFQys85JuH79OlJTUxEcHCymKZVKBAUFISYmBmPHjkVMTAzc3NzEAAEAgoODYWNjg9jYWISEhBjVu2zZMixevNicTTUrV1dXpKYad/ffulU4LigV+ACFAdTly5fx5ZdfIiEhAQAQFga8+y7Qpo0eYWFqNGjQAE5OTlAoWuDUKR1efFGOtWt1Yh1abQFUqnS4uhoPd5RF0VieSuWIDz8sTJs711O8U6I2qG3jt+XFeQrWoyYt5kaWZda7G4q+KD09PQ3SPT09xbzU1FQ0aNDAIF+hUMDd3V3yixYAFixYgMzMTPGvLHcLVCVPT09cuXLFqIcjNjYWABAYGCi5XWJiIjQaDXr16gVfX1/xDygMIHx9fXHo0CGDOk6fPm1QR0pKPARBj4YN25nxiIiIiKzk7gZ7e3vJMf/qom3btoiJicH69evFdRLUajU2b96MoKAgNG5cuNJhYmIi8vLy0Lp1awDA2LFjJQOIkJAQDBkyBFOnTkVQUBAAoH///nB3d8fatWvRpct6sezp0+GwtXWEn9+ASj5KIiKqbcwaJBTN8E9LSxNn9he9L/oybNiwIW7fvm2wnVarxb179yTvELAGjRo1wtNPP40FCxbg9u3baNGiBb7++mskJCRg48aNYrnJkyfj2LFjEAQBANC6dWsxYHiYr68vRo4cKb53dHTE//73P7z88su4dm0aHnnkMSQmxuH333ehf/834ORUVyybn5+F2NhNAICkpFMAgLi4TXBwUMLBoQ6Cgp4z9ykgIqIayKxBgq+vLxo2bIgjR46IQUFWVhZiY2Px4osvAgB69OiBjIwMnDlzBp07dwYA/Pzzz9Dr9eKvZmu0adMm/O9//zN4dsO+ffvQp08fs+3jpZdegq2tLRYs+BCXLx9CnTreGDRoMbp3f96gnEqViejojwzSYmK+BAAolY0YJBARUZmYHCTk5OTg6tWr4vvr16/j/PnzcHd3R5MmTTBz5kwsXboUfn5+8PX1xcKFC+Ht7S3+Km7Tpg2eeOIJTJ06FevWrYNGo8GMGTMwduzYYif4WQMHBwcsX74cy5cbL6lc5OjRo2Wqq6inQcrUqVORkvKkUbrhRCUvrF5dfB1kiJO8yoaTFK1HTb+GeS1WHZODhNOnT6Nfv37i+1mzZgEAwsLC8NVXX2HevHnIzc3FtGnTkJGRgd69e+PgwYPimgEAsHXrVsyYMQMDBgyAjY0Nnn76aXz66admOBwiIiIyF5ODhL59+5b4S1cmk2HJkiVYsmRJsWXc3d2xbds2U3dNREREVcgq7m6gkgmCHrnZxa/qWBb5+fcXg8pX5UImyCvSIuh0hQtJyeUOAGRl20oQoC3QAwAUdjaQycq2XUUIggAIGoN92SDDtEpk+Sg6Ro1MDX1F7iyWARqbwiDcVi8DyjxqJECmLyh8ZWOHsp5zU2Tm5hnuURAgt7Gt0L9Tnur+mh95uRrk6EooXApBAFSawgocbeUoc7MEQNAUXncyW5vKOHXGuxQEaKGv0LnLz1XD6b/XmtxMFEAv5imETJPqkgGwReFniAaOZb/sAABF/2gV+cwwhQAhW16xz4fcf83XnBqOQYKVEwQ95JqdWL4yw2x1njrTH3K51mz1WZuej5pWPh/2AAp7xjb3KABQYPY2maZylujeEGfaF0+ZaPUoGoh8bMUx89dfgzkiH5f+O3nKte0N8t6yQHuq1EpLN6D2YJBghR6ctJObrTJrgFCnzm3Y2NTeAKE87KFGS+ES/pa1sXRTrI9cBr2bHWwyLB1YWR8V7HFK3xJdbf62dFOsl50r4ORh6VZUawwSapCXp78GJ+fyP8NBEATI5VrIZB9WsCXWMdyQl52Hr2c9CwAIW7UeTi6FnbfLV6SZXFcwBPRB2Y+1WNV4uGHunPsrqRbk5CHj00sAgHqvdYCtq1Nxm5VK6C4Auop1vQPWM9ygzsnHqrWfAABefekV2Ffg/1kI/aFGfqnnrrRruroMNzx4jUkpyM2Ey9qAwtcvnoads1vFdujkAdiYdeHhGodBQg3i5OwAZ1fph0lVvTrl28zZvK0oiV5rA7228APCwbEuHJwLd66H8cO6ykL6GZ0mEgDb8o7L21Tuv73S+X4gUKAToP6vnc4OCtg5muXoK8zV0g0oAwX0sJUVBiVKZwc4uFT03630AE0rK30ISgNlBdtRcXYudUsvVMS5HmBKeXMryCu9THnKVjMMEoiIiEy1ooWlW1AlGCQQUZk8uECPQqdCmAXbQqYp6+JDVb0Ik9UtimTrBDTuDiT9Vr7tG3cvrMOKMEggIiIqC5kMeO4goCnn8IGtE8o+WaZ6YJBARERUVjIZYFeFk6csjNM6iYiISBKDBCIiIpLE4Qaih0hNpqrpT9WriOUr0qCVF97GZ3UT0chAef/9zPX/R2n1KIRMcTXJ5SvSxFs7ed1VHvYkEBERkST2JBAREVU2QTD9rohqsAgTgwQiIqLKJAjApkFAUqylW2IyBglED+H8A9PMneMJuzq155YwMlaWOQFS/19V5lyGajVPQZNXsQDBgoswMUggIiKqKnOuAnYmfuFbcBEmBglERERVxc7JqhZj4t0NREREJIlBAhEREUnicAPRQ7iYkrQHz0tBVi5uv59swdZQVbDm6768ba9WEx6rAfYkEBERkSQGCURERCSJQQIRERFJYpBAREREkjhxkagMOJmRaiNe98SeBCIiIpLEIIGIiIgkMUggIiIiSZyTQFROD4/XLlyYgOjo5YiP34X8/Ex4erZB//7z8Mgjj5lUb3h4KK5d+xVduz6DoUPfF9MzM5Nx7tx2/P33Edy7dx0ymQ0aNGiNPn1ewyOP9Cmxzu+/n4OzZ7fBzy8YEyaEm9Qeqt7UajUWLVqELVu2ID09HR06dMDSpUsxcOBAk+oZOHAgfvrpJ7z88stYs2aNmJ6UlIRNmzZh//79uHLlCtRqWanX3T///IJff/0Mt279DkHQw8OjOXr1egn+/iMqdKxVoSxzLmrTgkvsSSAyk717ZyImZj06dAjBE08sgUxmg61bJ+HGjbI/IvbixQNISjojmffXXz/i+PHP4e7eDP37z8Njj72OgoIcbNkyFufObS+2zuTkeJw/HwGFwsHkY6Lq75lnnsGqVaswYcIEfPLJJ5DL5RgyZAiOHz9e5jp2796NmJgYybzvvvsOH374IVq0aIGlS5eWet2dO7cdW7aMg1yuwIABb2DgwIVo2rQ7MjNTyn2MZDnsSSAyg7i4OFy48B0GDlyIXr1eBAAEBIzCF1/0x+HDS/H88z+UWodGk49Dhxajd++XER293Cjf17cXXn/9FJydPcS0Ll0mYd26gYiOXo6OHccabSMIAqKi3kZAwChcu1b2Lw2yDnFxcdi+fTuWL1+OOXPmAAAmT54Mf39/zJs3DydPniy1jvz8fMyePRvz58/HokWLjPL79euHxMRE1KtXDwBw9+6tYq+79PQk7N//JoKCnsPgwf8z01EWT6tVV2rv3blzO/Ddd68blX/33cL/fvPNN5gwYQIA4PLly1i3bh1iY2Nx9uxZqNVqXL9+Hc2aNSvv4VUL7EkgMoPIyEjIZHJ07jxRTLO1dUCnTuNw8+YZZGaW/pyDEye+gCDo0bPndMn8Bg1aGQQIAKBQ2MPPbwCysm5Brc4x2iY+PhK3b19G//5vmHhEZA0iIyMhl8sxbdo0Mc3BwQFTpkxBTEwMkpKSSq3jo48+gl6vF4OMh7Vr104MEIoUd92dPh0OQdCjX7+5AAC1OheCIJTn0MqksnvvmjbtjpCQz4z+OnXqBLlcjgEDBohlY2Ji8OmnnyI7Oxtt2rSp8LFVF+xJIDKDc+fOwcOjORwcXA3SfXwCAQCpqX9CqfQpdvuMjJs4fnwNRoxYBVtbR5P2nZNzG7a2jkbbqdU5+Omn9/Doo6/A1bWBSXWSdTh37hxatmyJOnXqGKR369YNAHD+/Hk0bty42O0TExPxwQcfYNOmTXB0rPh1d+3ar6hXrwWuXDmCQ4eWIjv7Fhwc3NCt2zPo23cObGzM97v0ZvLvld575+7eFO7uTR/aRoWffnoT/fv3R8OGDcX04cOHIyMjA66urlixYgXOnz9fsQOsJtiTQCbbt28fWrVqBT8/P2zYsMEov2/fvmjdujUCAwMRGBgIlUoFAAgNDRXTfHx8MHLkSADA0aNH4ebmJuZ9/PHHVXk4ZnHr1i106NAY77zjZfDn4uIJAMjOTitx+0OHlsDLyx/t2480ab///nsdly5FoU2bobCxkRvkHTu2CgqFA3r0mFbM1tbF3Nfdg/XKZDJcuHChKg7DrG7dugUvL+NJdEVpKSklzwOYPXs2OnbsiLFjjYeqSlLcdXfv3nVkZqZg795Z6NgxFGPG/B/8/Prhl19W4+efPzBpH6W5cPHHSu+9A2D0/3SHDqeRnZ0tDjMUcXd3h6urazG1WC/2JJBJtFotZs2ahejoaCiVSnTu3BkhISHw8DDsBo+MjIS/v79B2o4dO8TXEydORHBwsPg+ODgYkZGRldv4SqRSqWBvb2+UrlAUpmk0+cVue/36CVy8uB9Tp+43aZ8FBXnYuXMaFAoHBAe/aZB39+4/+O23jRg16guxDdassq67/Px8fPzxx+Ivb2tT3HXn4OAg5hcnOjoau3btQmxs2bvmgZKvu4KCXAiCHsHBb6J37xkAgLZth0KlysBvv23Ao4++Cnt7F5P2V5xbqZcs0nu3detWODo64qmnnipXu60NexLIJHFxcWjXrh18fHzg4uKCwYMH49ChQybVoVar8eOPPxr9orNmjo6OUKvVRulabWGara30nQU6nRZRUQsREDBK/HArC71eh8jIF3HnzhWMGbMedeo0NMg/eHARGjfugrZth5b9IKqxyrruPvroI7z44osmd7VXF8Vdd/n5+WK+FK1Wi1dffRWTJk1C165dy7w/na7k667oDhp//5EG6f7+I6HV5uPWLfP11mRn34Grq6dRemX23t27dw8HDx7EsGHDamSvgRQGCWSSlJQU+Pjcj859fHyQnGzcrTd+/Hh07NgRq1atMsqLiopCjx494ObmJqYdPXoUAQEBGD58OK5evVopba9MXl5euHXL+P7qnJzCDyqpDzMAiI/fibt3/0HnzhORnp4k/gGFv8rS05NQUJBntN3338/B33//hJEjP0bz5r0N8q5dO46rV6PRvfvzBnXq9TpotflIT09Cfn52RQ+5SlXGdZeQkIDffvsNo0aNqrR2V7birruiNG9vb8ntwsPDcfnyZbzwwgtISEgQ/wAgOzsbCQkJyMszvu6mTp1a7HUHAK6uhUGDi0t9g3Rn58KJj/n5GWU+ttJotGrI5XZG6ab03j3xxBKT9hkZGYmCggKjoYaajMMNZHZbt26Fj48PMjMzMXz4cLRq1QpDh97/RRsREYHQ0FDxfadOnZCQkAAXFxfs2bMH48aNw6lTpyzR9HILDAxEdHQ0srKyDCaR3bx5DgDQsGE7ye0yM5Oh12uwaZPxIjPx8TsRH78ToaEb0abNYDH90KElOH9+B554Ygnatw+RrBMAduyYYpSXnX0Ln3wShEGDFqNHj6mmHWQ1Z+p1N2fOHHzwgXnHyatacddd0RBCYGCg5HaJiYnQaDTo1auXUV54eDjCw8OxZ88eg16XuXPnYvPmzcVedwDg7d0e9+5dQ1ZWqsGEv+zsVACAk5OH5HblYauwh05XYJReWb13QOE15u7ujsGDB5deuIZgkEAm8fb2NvgFl5ycbDSeW/SLT6lUYsyYMTh16pT4Ya1SqXD48GF8+eWXYvkHP9xCQkIwffp06HQ6yOWGE/Gqs1GjRmHFihVYv369eCuZWq1GYmIkgoKCsGpVFwCFH84ffZSA+vX9AAD+/iMwc+ajRvWFhIRgyJAhmDp1KoKCgrB+fWH6iRNf4OTJdXj00VcRFbXQaLvFi2/B17cXQkM3AgDGjnUX86ZNm4amTZvikUdehKen4S1a1X0Fucq47s6ePYvhw4cDAFJTUzFo0CAcPnwYbdu2rezDMZvirrvNmzcjKChIvLMhMTEReXl5aN26NQBg7NixkgHEw9ddkeXLl2PFihV48803YWf3fLHtadduOC5c+A7nzn2LAQMKb7vV6/U4f34HHB3rwtu7g7kOHa6u9ZGZZTykUNbeuyef/FDstStS1Hvn7OwBOzsng7zExET8+uuvmDZtGmxtbc10FNUfgwQySbdu3XDhwgUkJydDqVQiKioKCxfe/7LSarXIyMhAvXr1UFBQgKioKISFhYn5Bw4cQJ8+fQzG89LS0uDpWfg/9PHjx1G/fn2rChAAICgoCKNHj8aCBQtw+/ZttGjRAl9//TUSEhKwceNGsdzkyZNx7NgxvPtu4azz+vX9MHKk9Be0r6/vA7/kbuHSpSgcPrwU7u7NUa+eH7755huD8kXL8Lq5NYKbWyMAMKh75syZ8PT0NOiVsBaVcd1du3ZNfN23b1+sWbPGqgIEwPTrrmjNgtatW4sBw8MMrztgz549mDdvHvz8/NCmTRvs3r3LoPwjj/QRhxdat34Cvr698euvnyEv7x48Pdvir78OIjExDk8++ZFZJ9F6ebbBtetfIz8/22DyYmX03gHAt99+C0EQatVQA8AggUykUCiwcuVK9OvXD3q9HvPmzYOHhweGDBmCDRs2QKlUYtCgQdBoNNDpdBg2bJjBmG9ERATGjBljUGdERATWrVsHW1tbuLi4YMuWLVV9WGYRHh6OhQsXGqyhv2/fPvTpU/JzFcoqNfVPAMC9e9ewZ88r2LPHMD86OhpAK7Psq7qpjOuupqjs6y4+Ph4AcOXKFUyaNMkoPywsUgwSZDIZxo7djJ9//hB//vk9zp+PgIfHI3jqqTXo0MG8dwO0a/s4jsdswpkz34jrJGi1apw/vwM+Pp3EOxsyMm5Co1EZ9N5JBRA7dkyBn98AdOo0Ho0adTLK37ZtG5o0aYLevY3nYtRkDBLIZMOHDxe7aYscOHBAfH3mjPTqZYDh7WhFXnnlFbzyyivma6CFODg4YPny5Vi+3HhRliJHjx4t0wNkpFap69dvDvr1u78qntQQwbFjxdddNDGtLPuvjsx93T3o6NGjFWqbJZX1uisLqevu3XffxbtF6xCj9OvH3t4ZgwcvweDBpk0KNFXjRgFo23YYjhxZhtzcu3B390V8fAQyMpIwfPhKsdyePa/hxo0Yg967ooDhYW5ujSV72i5cuIDff/8db7zxBmQymeS2mZmZ+OyzzwAAJ06cAACsWbMGbm5ucHNxxIwKHa3lMEggqmLlGf8v6zZlKVfd5x9Q9VHdA8qQkE8QHe2D33/fBZWq8NkN48eHo1mz7mbdz9atWwEU3j1TnPT0dIMhMABYubIwWGnatAlmPGPWJlUZBglERGSVbG0d8Pjji/D448YPpiry7LO7is17UFFPg5Rly5Zh2bJlJW7frFmz4p9TUZALvC99O2p1x3USiIiISBKDBCIiIpLEIIGIiIgkMUggIiIiSQwSiIiISBKDBCIiIpLEIIGIiIgkcZ0EIiKSJLXwVnVfYMncpI63Ni1Ixp4EIiIiksQggYiIiCQxSCAiIiJJDBKIiIhIEicuEhGRpNo2SVFKbZqkKIU9CURERCSJQQIRERFJYpBAREREkhgkEBERkSROXCQiIvpPbZ+o+DD2JBAREZEkBglEREQkiUECERERSeKcBCIiksSnQBJ7EoiIiEgSgwQiIiKSxCCBiIiIJDFIICIiIkmcuEhERGVWlsWGOLmx5mBPAhEREUlikEBERESSGCQQERGRJM5JICIis7KWRZj4MKfSsSeBiIiIJDFIICIiIkkcbjATdW4+9AW6CtUhCALyIUAmk5V5G1Vevvg6O1cNbW2N+wQBjlCbdO40OXn3X2ffgwb5JZSuuQQIUEEGmHDuCnJU4uvcvFxo5PrKaFq1JwgC7DUw6brT5anF1+qsLECrLqF0zWGjzXooRYCNXAAgfe5kAGxReJ1p4AgBgB1yKrOJJIFBQgUIgiC+XvnJKgu2pFDk4lOQCXJLN8NqCIJGfL1h1osWbIn1kctsMarZLABA7urLyLVwe6yJBjrAofD1x+vXWrYxVcngo0nAc9iBJqh+8xTIEIOEClBADk+9Emk2mZZuChQFdQChlvYilJsCMrk3BF2KpRtidXSCBnfyb6K+QyNLN8XqKGBTbT43LMUW2goFCKl2vnjzjZaQ2RR+5klNiuSkRPMwe5Cg0+nw7rvv4ptvvkFqaiq8vb3xzDPP4O233xa75ARBwDvvvIP/+7//Q0ZGBnr16oW1a9fCz8/P3M2pVDKZDE8WdIYWejSc1wUyu/L/is/LLUDmx+cAAPavB8LJ2a7M2wqCAJkgN6nLsyZR5WbB44t2AIC8l8/Bycm1zNsKQhcAGsiK6fKs6fJU99B339MAgKjhu+Ho4F7mbQVBgMLGttZed3nZ6bg7YBgAwOfgD3ByrVvmbZ8XAqGFrtaeO332PWDjGgDASt1B5MsLz93cOZ4PlBIAjQqffHJbHG4o8mCAQJXL7EHChx9+iLVr1+Lrr79Gu3btcPr0aTz77LNQKpV49dVXAQAfffQRPv30U3z99dfw9fXFwoULMWjQIFy8eBEODg7mblKlkkEGW8hh7+IImwoECTrYwPa//jilsyOcXezN1cQaz1ZmB1ubwnFdW2cX2LrUsXCLrIetQoBWUfjxW8fZDU5OZQ8SajtBWwDoCgAANnWcoVCWPTgFANvKaJSV0EMrvtaiDrQyJQDAzsU40MqTGQcDDBCqjtmDhJMnT2LEiBEYOnQoAKBZs2b49ttvERcXB6Dw18fq1avx9ttvY8SIEQCA8PBweHp6Yu/evRg7dqy5m1QmgiBA0Jg2+Uqo4ERFIiKi6szsQULPnj2xfv16/P3332jZsiXi4+Nx/PhxrFpVOLHv+vXrSE1NRXBwsLiNUqlEUFAQYmJiJIMEtVoNtfr+DOCsrIdnyVaMIAi4s+53FNwwb71ERETWzOxBwhtvvIGsrCy0bt0acrkcOp0O7733HiZMmAAASE1NBQB4enoabOfp6SnmPWzZsmVYvHixuZsqEjT6CgUIdk3rQGbL7i8iIlPNne0JG7d6xeaXZQIiJylWHrMHCREREdi6dSu2bduGdu3a4fz585g5cya8vb0RFhZWrjoXLFiAWbNmie+zsrLQuHFjczXZgNfbQSZPQJTZ2tTaCUhERFRzmT1ImDt3Lt544w1x2KB9+/a4ceMGli1bhrCwMDRs2BAAkJaWBi+v+9FfWloaAgMDJeu0t7eHvX3VTOST2ckrNAGRiIiopjB7H3leXh5sHpp5KpfLodcXTgr09fVFw4YNceTIETE/KysLsbGx6NGjh7mbQ0REROVk9p6EYcOG4b333kOTJk3Qrl07nDt3DqtWrcJzzz0HoHBtgZkzZ2Lp0qXw8/MTb4H09vbGyJEjzd0cIiIiKiezBwmfffYZFi5ciJdeegm3b9+Gt7c3XnjhBSxatEgsM2/ePOTm5mLatGnIyMhA7969cfDgQatbI4GIiKgmM3uQ4OrqitWrV2P16tXFlpHJZFiyZAmWLFli7t0TERGRmfC+PSIiIpLEIIGIiIgkMUggIiIiSQwSiIiISBKDBCIiIpLEIIGIiIgkMUggIiIiSWZfJ4GIiGquxYtvGaXxKYw1F3sSiIiISBJ7EoiIyGoIej1U+fcs3QzTFOQBMhkcBQEyS7fFRAwSiIjIKgh6PSaHd8F5mcbSTTFds8bomJ+Pr60sUGCQQGQFyjsOLLXdg2S4BzQrb6uouirt393S+3PQ3sN8eeHr5SvTkK8o/NIv7ZpW5d+zzgDhP+ccHKCSyeBk6YaYgEECERFZnaNDd8HRyd3SzSgTlVaFvnuGFL6RWVM/AoMEIiKyQo5O7nByqmfpZpSNJs/SLSg3BglERFTlBAAqmQyQZYhj9Hl5tiVuo8qzsgmLNQCDBKKHqNVqLFq0CFu2bEF6ejo6dOiApUuXYuDAgSbVM3DgQPz00094+eWXsWbNGjE9KSkJmzZtwv79+3HlyhXI5XL4+/vj7bffRnBwsFE9Z86cwdatbyAlJR4FBbmoW7cpOnUaB53uTcjl8gofL1Vf5roWw8NDce3ar+ja9RkMHfq+mH7u3A58993rxW731FNr0KHDU+Vuf3EECJjs5YnzDvYApovpO3eafVdUQQwSiB7yzDPPIDIyEjNnzoSfnx+++uorDBkyBNHR0ejdu3eZ6ti9ezdiYmIk8154IRyHD3+A1q2fQM+eI6HX6xAfvxMDBw7EiBGr0LHjWLFsSsrv2LhxONzdfdG798uwtXXElSs/4+DBRejV6wYGD/6fWY6ZqidzXIsXLx5AUtIZybymTbsjJOQzo/TffluP1NSL8PUt2z5MlS+T/RcglE9HwQ6ODtYxH8HaMUggekBcXBy2b9+O5cuXY86cOQCAyZMnw9/fH/PmzcPJkydLrSM/Px+zZ8/G/PnzsWjRIqN8X99eeP31U3B29hDTunSZhHXrBiI6erlBkHD69BYAwLPP7oaTU12x7ObNT+H8+QgGCTWYOa5FjSYfhw4tRu/eLyM6erlRvrt7U7i7N31oGxX2718AX99ecHVtYJ6DMXJ/8t6o619CJlMCAObM9SzT1o4O7pDZcC3AqsCzTPSAyMhIyOVyTJs2TUxzcHDAlClTEBMTg6SkpFLr+Oijj6DX68UP9oc1aNDKIEAAAIXCHn5+A5CVdQtqdY6YrlZnQ6Gwh4OD0qC8i0sDKBQOphwaWRlzXIsnTnwBQdCjZ8/ppZYtcvnyYRQU5FTKMIMUQe8GAe4QUDgRsSx/DBCqDs800QPOnTuHli1bok6dOgbp3bp1AwCcP3++xO0TExPxwQcf4MMPP4Sjo6NJ+87JuQ1bW0fY2t7frlmznlCrs7Fv3zzcuXMFGRk3cepUOC5disKjj75iUv1kXSp6LWZk3MTx42sQHPyWwTVVmj/+2A2FwgFt2gwxuc1U83C4oRbbt28fZs+eDb1ej/nz5+P55583yO/bty9SU1Ph4FD4izUmJgaOjo4IDQ3F5cuXAQB37txB165dsXfvXhw9ehQjR45Es2bNAABhYWF4/fXiJ0VVR7du3YKXl/GCLkVpKSkpJW4/e/ZsdOzYEWPHji22zMMLxixefAv//nsdly5FoW3bJ2Fjc38yYufOE3DnzmWcPv0Nzp7dBgCQyeQYMuQ9dO06uczHVRYrlqdBQPEL1ZjrIT7lve42bNiADz/8EFevXkV2djZcXFzE+t544w1cvHgRv//+O/z9/c3STku7desW8vM9jBYqun278GN7/fpLOHu2S7HbHzq0BF5e/mjffmSZ95mXl46rV4+idetBsLd3KVe7K4IPj6p+GCTUUlqtFrNmzUJ0dDSUSiU6d+6MkJAQeHgYdoNHRkYafeju2LFDfD1x4kSDGfnBwcGIjIys3MZXIpVKBXt74wlVRV9YKpWq2G2jo6Oxa9cuxMbGmrTPgoI87Nw5DQqFA4KD3zTIs7GRo27dZmjR4jG0bTsMCoU9LlzYi6iot+HiUh9t2gw2aV+WVpHrLigoCIcOHUK/fv0M0lu1aoXIyEhMn172LnVroFKpIJcbj9ErFIXXp0aTX+y216+fwMWL+zF16n6T9nnx4n7odAVo375qhhqo+uNwQy0VFxeHdu3awcfHBy4uLhg8eDAOHTpkUh1qtRo//vgjRo4cWTmNtABHR0eo1Wqj9Pz8fDFfilarxauvvopJkyaha9euZd6fTqdDZOSLuHPnCsaMWY86dRoa5P/662c4ceJzPP30WgQGjoa//3CMHbsJTZp0w4EDb0Gn05pwdJZXkeuuffv28PX1NUr38/ND69atzd1Ui3N0dIROV2CUrtUWXp+2ttJzUnQ6LaKiFiIgYBR8fAJN2ucff+yGo2Nd+Pn1N7m9VDMxSKilUlJS4OPjI7738fFBcnKyUbnx48ejY8eOWLVqlVFeVFQUevToATc3NzHt6NGjCAgIwPDhw3H16tVKaXtl8vLywq1bxl2eRWne3t6S24WHh+Py5ct44YUXkJCQIP4BQHZ2NhISEpCXZ7zq2tSpU/H33z9h5MiP0by58e1mp059DV/fXrC3dzZIb9XqcWRnpyIjo/TJa9WJOa672sLLywvZ2WlG6Tk5hWmurtJ3AsTH78Tdu/+gc+eJSE9PEv8AoKAgF+npSSgoML4WMzJu4saNWLRt+yTk8pIXNaLag8MNVKytW7fCx8cHmZmZGD58OFq1aoWhQ4eK+REREQgNDRXfd+rUCQkJCXBxccGePXswbtw4nDp1yhJNL7fAwEBER0cjKyvLYMJY0RBCYGCg5HaJiYnQaDTo1auXUV54eDjCw8OxZ88eg16XuXPnYvPmzXjiiSVo3z5Est7c3LvQ63VG6Tpd4dwBvd66ehLKorTrrrYIDAzEkSPRyM/PhoODq5h+8+Y5AEDDhu0kt8vMTIZer8GmTSOM8uLjdyI+fidCQzcaDVVduLAXgFBldzWQdWCQUEt5e3sb/IJLTk4WZ00XKfrFp1QqMWbMGJw6dUr8sFapVDh8+DC+/PJLsfyDX6ohISGYPn06dDqdVa0KOGrUKKxYsQLr168Xb2FUq9XYvHkzgoKC0LhxYwCFQUFeXp7YzT127FjJACIkJAR+fgPQqdN4HD/eDPHxhT0SJ058gcOHV+DRR19F9+7PG21XxMOjOa5d+xV5effg9N/DbPR6Hf788wfY2bnA3b2ZGY++ZGV50l9pk8wqet3VJkXX4pkz36BXrxcBFA41nD+/Az4+naBUFp6njIyb0GhUqF/fDwDg7z9CMoDYsWOKeC02atTJKP+PP/ZCqfRBkybdjPIsiZMZLYtBQi3VrVs3XLhwAcnJyVAqlYiKisLChQvFfK1Wi4yMDNSrVw8FBQWIiopCWFiYmH/gwAH06dMHrq73f+GkpaXB07OwC/T48eOoX7++VQUIQOHkuNGjR2PBggW4ffs2WrRoga+//hoJCQnYuHGjWG7y5Mk4duwYBEEAALRu3brYcXE3t8YGv9ouXYrC4cNL4e7eHPXq+SE+fpdB+Uce6QMXl/oAgN69Z2D37hn4v/97Ep07T4CtrQP++GMvbt36Hf37z7e6buGKXne1SVBQENq2HYYjR5YhN/cu3N19ER8fgYyMJAwfvlIst2fPa7hxIwbvvlt45039+n5iwPCwh6/FImlpfyEt7SJ6954BmZU9pZAqF4OEWkqhUGDlypXo168f9Ho95s2bBw8PDwwZMgQbNmyAUqnEoEGDoNFooNPpMGzYMIwaNUrcPiIiAmPGjDGoMyIiAuvWrYOtrS1cXFywZcuWqj4sswgPD8fChQsN1svft28f+vTpY5b6U1P/BADcu3cNe/YYr3UQFhYpBgkdOjwFJyd3/PrrZzh5ci3U6hx4eDyCJ5/8EF26TDJLe6pSRa67L7/8Ev/73/+QmpqKVq1aITQ0FKtWrcKBAwcwbdo03LlzB8HBwXj00Uexs4Y8BCAk5BNER/vg9993QaXKhKdnG4wfH45mzbqbdT9//LEbAIod9qLaSyYU/RSyIllZWVAqlcjMzDRaaKQ89AU6pCwqXOLUe0lP2NhV/a/f3Bw10pfGAQDqvt0Nzi7lX9e8tsnLyYTTiiaFr+ckwslFWcoWVacsXfSWJMM97GxWuKbD6ITtEFCx9fBrUzdwTua/SAoqnGzaOPY4XJQepWxhuup+/ZSXoEvHrkcK5zM9/c8OyOR1Tdre2q6zPE0egrYFAQBix8fCydbJou0x5TuUdzcQERGRJA43EJVTTf2VR9VHWX4xW/t1OGeOJ1zqmL8XhsyDPQlEREQkiUECERERSWKQQERERJI4J4GIyIpJzVuwpnkKK1akQSYvfEaFOY/F2u6AqK7Yk0BERESSGCQQERGRJAYJREREJIlBAhEREUnixEUiohrGWhdhMmebzFVXbZ8AyZ4EIiIiksSehIcIBTroTdxGZmvDx6sSEVGNwyDhIbeWxpq8jV3TOqg/vQMDBSIiqlEYJKCwJ8CuaR0U3Mgq1/YFN7IgaPSQWeAR00TVidQ4cG0f062uyvvvUh3nMlSm2n5NM0gAIJPJUH96Bwga0wYahAJduXoeiIiIrAGDhP/IZDKTewJMnbtARERkTXh3AxEREUlikEBERESSONxARJWqtk/8qmms/amTZBr2JBAREZEkBglEREQkiUECERERSeKcBCIiqra0WjWio5cjPn4X8vMz4enZBv37z8MjjzxmUj3h4aG4du1XdO36DIYOfd8gLyfnDn766T38/fcRFBTkol69Fnj00VfQrt0wg3LR0Stw7NgqvPuuYd329vbIz88vz+FVewwSiMrp4QlcnLxVdg+fK05kpOLs3TsTFy/uR/fuz8PdvTnOn9+BrVsnISxsJ5o2DSpTHRcvHkBS0hnJvPz8bGzaNBI5OXfQvfvzcHGpjz///AE7d74AnU6DXbteFssKgiuOHQPWrl0LFxcXMV0ur7mr7TJIICKiaunmzXO4cOE7DBy4EL16vQgACAgYhS++6I/Dh5fi+ed/KLUOjSYfhw4tRu/eLyM6erlR/pkzW3Dv3nVMnhyB5s17AwC6dAnDhg1P4tChJSgomAo7OzuDbUaNGoV69eqZ4QirP85JICKiaunixX2QyeTo3HmimGZr64BOncbh5s0zyMxMLrWOEye+gCDo0bPndMn8Gzdi4eTkIQYIAGBjY4N27YYhJ+c2jh07ZrSNIAjIysqCIAjlOCrrwiCBiIiqpdTUC/DwaA4HB1eDdB+fwP/y/yxx+4yMmzh+fA2Cg9+Cra2jZBmdrgC2tg5G6UXlz5wxHqZo3rw5lEolXF1dMXHiRKSlpZXlcKwShxuIiKhays6+DVdXT6N0FxfP//JL/nI+dGgJvLz80b79yGLLeHg8gmvXfkVGxk24uTUS0xMTCx/el5x8v7eibt26mDFjBnr06AF7e3v8+uuv+PzzzxEXF4fTp0+jTp06phyeVWCQQERE1ZJWmw+53M4oXaGwB1A436A416+fwMWL+zF16v4S99Gp03icPr0FO3e+gEGD3hUnLl66dBAAoFKpxLKvvfaawbZPP/00unXrhgkTJuCLL77AG2+8UeZjsxYcbqjG9u3bh1atWsHPzw8bNmwwyu/bty9at26NwMBABAYGihdzaGiomObj44ORI0cCAI4ePQo3Nzcx7+OPP67KwyEiMolC4QCdrsAoXatVA4DkMAEA6HRaREUtREDAKHFoojgNG7bF009/jnv3ErBp0wh8+mlPxMZuxBNPLAYAg7sYpIwfPx4NGzbETz/9VIYjsj7sSaimtFotZs2ahejoaCiVSnTu3BkhISHw8PAwKBcZGQl/f3+DtB07doivJ06ciODgYPF9cHAwIiMjK7fxRERm4OraAFlZqUbpOTlp/+UbD0UAQHz8Tty9+w+efPJDpKcnGeQVFOQiPT0Jzs4esLNzAgC0a/ckWrV6HGlpF6HX6+Dl1R4JCScBAC1btiy1nY0bN8a9e/dMOjZrwSChmoqLi0O7du3g4+MDABg8eDAOHTqEcePGlbkOtVqNH3/8EWvWrKmsZhIRVZqGDdvh+vWTyM/PNpi8ePPmOTFfSmZmMvR6DTZtGmGUFx+/E/HxOxEauhFt2gwW0xUKO4Neh2vXfgUAgx9ZUgRBQEJCAjp27Fjm47ImDBKqqZSUFDFAAAAfHx+DCTRFxo8fD7lcjkmTJmHWrFkGeVFRUejRowfc3NzEtKNHjyIgIABNmzbFqlWr0KJFi0o7hpqOiyeVHxdPqllM/ffMybLDrj2ll2vb9kmcPLkOZ858I66ToNWqcf78Dvj4dIJSWfgZmZFxExqNCvXr+wEA/P1HYObMR43qCwkJwZAhQzB16lQEBQXBy0u63VeuXMHKld/gySefNOhJuHPnDurXr29Qdu3atbhz5w6eeOKJMh27tWGQYMW2bt0KHx8fZGZmYvjw4WjVqhWGDh0q5kdERCA0NFR836lTJyQkJMDFxQV79uzBuHHjcOrUKUs0nYioVI0adULbtsNw5Mgy5Obehbu7L+LjI5CRkYThw1eK5fbseQ03bsTg3XdTAAD16/th5EjpAMDX11ecp1Wkbdu2GD16NJo0aYLr169j7dq1cHd3x7p16wzKNW3aFKGhoWjfvj0cHBxw/PhxbN++HYGBgXjhhRfMe/DVBIOEasrb29ug5yA5ORndunUzKFPU06BUKjFmzBicOnVKDBJUKhUOHz6ML7/8Uiz/4O05ISEhmD59OnQ6XY1eUpSIrFtIyCeIjvbB77/vgkpV+OyG8ePD0axZd7PtIyAgAJs3b0ZaWhrq1auHMWPGYPHixWjQoIFBuQkTJuDkyZPYtWsX8vPz0bRpU8ybNw9vvfUWnJyczNae6oRBQjWUl6tBu7YB+OOPP3Dl72uoU0eJA/sPYNbr85CbUzirV6vVIiMjA/Xq1UNBQQH2/bAf4ydMRE62GiqNDj98vxc9e/aGjcxO3Cbtdho8GxRO9Dl58gQ8POohX6UFoLXUoZpFXo4G9np76ABocnOgEWTlq0gQgKJbqmwdAFnJ9djqcsq3n+pElgeFrvAWM62gApBb7qq0ssJzpxCkZ5w/KDMn2+T6BUGAXFcAWSn/LlVFlXN/opru3j1oy/u/kSBA/9/DgWwcSr/uagJd9j3YFwhQ25Ze1tbWAY8/vgiPP76o2DLPPrurTPstboXEb7/9tkzb/9///V+ZytUkDBKqIfXH56AG8GbAFAzq/hj0goAXg8bBZu0/GLbzKXz0xHzUsXfGqG2vQKPXQq/XI7hFT/S90AgZf8YBAPZ8twGDW/ZB+tI4sd6tZ3bhm3PfQSFXwNnWEasGzjLIt1aCICAiZwfu6QTgnctVtl9lle2pcj2fVrSefdZ/f5XvmzmJ5dpOmfkPOp1bher2NZoyeLilm2B1tgD4qxEQ36PmL21szWSCFS4+nZWVBaVSiczMTIuucKUv0CFlUeFtMt5LesLGrvzd9nq9HscXn0BztblaV3toBQH7M627N4TK7rFfXodcb3zvPFmnRr/9Cle3mv2wpDxNHoK2FT6xMnZ8LJxsLTs0Ycp3KHsSqgkbGxv0fqcXVHmaCtUjCIBKowMAONrKa0PPJQpyNMC7hT0iYe8EwN6lDH2YUkwcbli+vGas1y5AgFpmg4r+PC9uuGH2HOl72U1RkJmLiP9dBAB4H/wBdkrnCtdpDoIgwEGLig2B1MLhhtzsdKQ8MQxABc8dVToGCdWIjY0NnF3sK1xPyeuDWT+9Xg9N7v2egwf7wmxdXGHraryMa9mVfRBBIy//+H11Y46pq3L898X90Ge+0sXVuLCJ1A/Ezs6udWGvrHidZDlyfvNYDf5TkVXR6/WImHMc/+ZxeIGIqLIxSCCrosnVFhsgeDgpYOtcdZf0wwvIcHElLpJEVNMwSCCrFfZON9i63B9asHVWwMaGzywjIjIXBglktWxd7GBfofkHRERUEv7sIiIiIkkMEoiIiEgShxuIzKSsk/Y4wZGIrAV7EoiIiEgSgwQiIiKSxOEGokqgVquxaNEibNmyBenp6ejQoQOWLl2KgQMHmlRPeHgorl37FV27PoOhQ983yMvJuYOffnoPf/99BAUFuahXrwUeffQVtGs3zKief/75Bb/++inS0i5Br9fBw6M5goKeQ0DAqAodJ1F55OtUBq9r+iqx1oxBAlEleOaZZxAZGYmZM2fCz88PX331FYYMGYLo6Gi8805vg7LFzVG4ePEAkpLOSObl52dj06aRyMm5g+7dn4eLS338+ecP2LnzBeh0GnTo8JRY9q+/fsT27c+hcePO6Nt3NmQyGf788wfs2fMq8vLuoUePaeU+Ti6eRFSzVcpwQ3JyMiZOnAgPDw84Ojqiffv2OH36tJgvCAIWLVoELy8vODo6Ijg4GFeuXKmMphBVubi4OGzfvh3Lli3D8uXLMW3aNPz8889o2rQp5s2bV6Y6NJp8HDq0GL17vyyZf+bMFty7dx1jx25C//7z0K3bswgLi4S3dyAOHVoCrfb+UxLj4jbD1dUTYWE7ERT0HLp1exaTJ0egbt1mOH8+wizHTGQKB7mj5GuqfsweJKSnp6NXr16wtbVFVFQULl68iJUrV6Ju3bpimY8++giffvop1q1bh9jYWDg7O2PQoEHI/+9JaETWLDIyEnK5HNOm3f+F7uDggClTpiAmJgZJSUml1nHixBcQBD169pwumX/jRiycnDzQvPn9XgkbGxu0azcMOTm3ceNGjJiuVufAwUEJheL+w8PkcgWcnNyhUBg+sZGI6EFmH2748MMP0bhxY2zevFlM8/X1FV8LgoDVq1fj7bffxogRIwAA4eHh8PT0xN69ezF27FhzN4moSp07dw4tW7Y0ek57t27dAADnz59H48aNi90+I+Mmjh9fgxEjVsHWVvpXlk5XAFtb4y/4ovIpKb/jkUceAwA0a9YDJ058jp9//ggBAaMhk8nwxx97kJISj9GjvyzXMVY2vV4PTeb9p2wWZNWcJ26SIVVOuvjaybUul1avZsweJHz//fcYNGgQRo8ejWPHjsHHxwcvvfQSpk6dCgC4fv06UlNTERwcLG6jVCoRFBSEmJgYySBBrVZDrVaL77OysszdbCKzuXXrFry8jMfqi9JSUlJK3P7QoSXw8vJH+/Yjiy3j4fEIrl37FRkZN+Hm1khMT0yMBQBkZ6eKaY899joyMhLxyy+f4JdfVgMoDCZCQ/8PrVs/UdbDqjJ6vR7bp+1AusLT0k2hKnB3wP2Jtkm+LgjeH8tAoRoxe5Bw7do1rF27FrNmzcKbb76JU6dO4dVXX4WdnR3CwsKQmlr44eXpafgB4OnpKeY9bNmyZVi8eLG5m0pUKVQqFezt7Y3SHRwcxPziXL9+Ahcv7sfUqftL3EenTuNx7twWnDw5Ax9//DE8PT0RERGBS5cOAiic01BELreDh8cjaNv2SbRpMxiCoMeZM99g9+5XMGnSdjRu3LlaTUDUZOYWGyDU1abCVulcxS2qmH379mH27NnQ6/WYP38+nn/+eYP8vn37IjU1Vbw+YmJi4OjoiNDQUFy+fBkAcOfOHXTt2hV79+7F0aNHMXLkSDRr1gwAEBYWhtdff71Kj6minFzrIsnXBY2v5xikN76eg7zsdLgoPSzUMnqY2YMEvV6PLl264P33C2/X6tixIy5cuIB169YhLCysXHUuWLAAs2bNEt9nZWWV2F1LZEmOjo4GPV9FiubcODoWN4SgRVTUQgQEjIKPT2CJ+2jYsC22bduG6dOno1evXv+lNcQTTyzG/v1vwM7u/hfpgQNv4ebNM3jhhUPiL7R27Ybh88/74eDBRaUGJJY0eUFb2NW5fyy2Smer+pWp1Woxa9YsREdHQ6lUonPnzggJCYGHh+GXYGRkJPz9/Q3SduzYIb6eOHGiQe9rcHAwIiMjK7fxlcjGxgbB+2ORl1041KDKSTfoUaDqw+z/t3l5eaFt27YGaW3atEFiYiKAwg8yAEhLSzMok5aWJuY9zN7eHnXq1DH4I6quvLy8cOuW8W2NRWne3t6S28XH78Tdu/+gc+eJSE9PEv8AoKAgF+npSSgoyBPLjxo1CikpKYiLi0NMTAxu3LiBunWbAAA8PJoDALTaApw79y1atgw2+HKVy23h59cPKSnxBndCVDd2dZxhX9dV/LOmAAEovNOlXbt28PHxgYuLCwYPHoxDhw6ZVIdarcaPP/6IkSNHVk4jLcTGxgYuSg+4KD3g6FK39A3IIszek9CrVy+xi6zI33//jaZNmwIonMTYsGFDHDlyBIGBgQAKewZiY2Px4osvmrs5RFUuMDAQ0dHRyMrKMghoY2NjxXwpmZnJ0Os12LRphFFefPxOxMfvRGjoRrRpM1hMt7OzQ9euXcX31679CgBo3vxRAIBKlQ69Xgu9XmdUp06nhSDoIQjGeWQeKSkp8PHxEd/7+PggOTnZqNz48eMhl8sxadIkg15TAIiKikKPHj3g5uYmph09ehQBAQFo2rQpVq1ahRYtWlTaMVDtZvYg4fXXX0fPnj3x/vvvY8yYMYiLi8P69euxfv16AIBMJsPMmTOxdOlS+Pn5wdfXFwsXLoS3t3eNi5Spdho1ahRWrFiB9evXY86cOQAKfw1u3rwZQUFB4lBZYmIi8vLyACgBAP7+I9CwYTuj+nbsmAI/vwHo1Gk8GjXqVOx+r1y5gtOnt6Bly2DUq/cIAMDZuR4cHJT4668o9Os3FwqF3X/tycXffx9CvXotir2DgqrG1q1b4ePjg8zMTAwfPhytWrXC0KFDxfyIiAiEhoaK7zt16oSEhAS4uLhgz549GDduHE6dOmWJplMtYPYgoWvXrtizZw8WLFiAJUuWwNfXF6tXr8aECRPEMvPmzUNubi6mTZuGjIwM9O7dGwcPHhQn7hBZs6CgIIwePRoLFizA7du30aJFC3z99ddISEjAxo0bxXKTJ0/GsWPH8O67hXc71K/vh/r1/QAYrmS4Y8cUPP54a6xZ85zBftq2bYvRo0ejSZMmuH79OtauXQsvLw/8/PNX8PG5v72d3Vy8/fbb2L8/BJMnT4ZOp8OOHRuRlXUL33zzDSZMqD6TFmsab29vg56D5ORk8VbYIkU9DUqlEmPGjMGpU6fEIEGlUuHw4cP48sv7t6o+2DsVEhKC6dOnQ6fTQS6XV+ahUC1VKcsyP/nkk3jyySeLzZfJZFiyZAmWLFlSGbsnsrjw8HAsXLjQ4NkN+/btQ58+fcy2j4CAAGzevBlpaWmoV68exowZg8WLF6NBgwYG5d566y34+vrik08+weLFi6FWq9GhQwdERkbi6aefNlt7yFi3bt1w4cIFJCcnQ6lUIioqCgsXLhTztVotMjIyUK9ePRQUFCAqKspggveBAwfQp08fuLq6imlpaWni3WHHjx9H/fr1GSBQpeGzGypCKOY11XoODg5Yvnw5li9fXmyZo0ePAij+2Q1FBEH64vr222/L3J7x48dj/PjxZS5P5qFQKLBy5Ur069cPer0e8+bNg4eHB4YMGYINGzZAqVRi0KBB0Gg00Ol0GDZsGEaNuv/QrYiICIwZM8agzoiICKxbtw62trZwcXHBli1bqvqwqBZhkFABgkZn+Nqe0TwRGRo+fDiGDx9ukHbgwAHx9Zkz0g/xAgxvgyzyyiuv4JVXXjFfA4lKwCCByMKq00JGREQPsq6bjqsZma1c8jUREVFNwCChImTFvCYiIqoBGCQQERGRJAYJREREJIlBAhEREUlikEBERESSeAukmQgFOugt3QgzkNnaQCbjLEwiImKQYDa3lsZauglmYde0DupP78BAgYiIONxQETJbG9g1rVN6QStScCMLgqYm9IkQEVFFsSehAmQyGepP71AjvlSFAl2N6Q0hIiLzYJBQQTKZDDI7619t0frDHCIiMjcONxAREZEkBglEREQkiUECERERSWKQQERERJIYJBAREZEkBglEREQkiUECERERSWKQQERERJIYJBAREZEkrrhIRqrzEy2FAp34WlOgg41aV0Lp2kMQBGgLCv/VFHbW/SRPTcH9q0+fr4I+r4pXNBUE6PPzAQA2Dg6AFZ9LayGoVOLrfJ0KNpo8C7bG/FRaVemFqikGCWSkOj/DQSsI4uuv34qxYEuoKvwzYCDk+gJLN4Oq0BO7noDajoFZdcHhBgJgPU+0lANwl/MDpDZQZv4DGwYItcpfjQC1raVbUXk6NugIR4WjpZthEpkgPPDTzEpkZWVBqVQiMzMTdepU/y82ayEIglU80VIQBOgEWHWXurnVpOEGoPB45Dq1ZY6Dww0WIQgC8m1r9v/XjgrHanF8pnyHcriBRNb0REvraGXVsnOwdAvMzXIfTzbOzhbbd23Gs179cLiBiIiIJDFIICIiIkkMEoiIiEgSgwQiIiKSxCCBiIiIJDFIICIiIkkMEoiIiEgSgwQiIiKSxCCBiIiIJDFIICIiIkkMEoiIiEgSgwQiIiKSxCCBiIiIJDFIICIiIkkMEoiIiEgSgwQiIiKSxCCBiIiIJCks3YDyEAQBAJCVlWXhlhAREVmXou/Oou/SklhlkJCdnQ0AaNy4sYVbQkREZJ2ys7OhVCpLLCMTyhJKVDN6vR4pKSlwdXWFTCazaFuysrLQuHFjJCUloU6dOhZtS23Bc171eM6rHs951ast51wQBGRnZ8Pb2xs2NiXPOrDKngQbGxs0atTI0s0wUKdOnRp9UVVHPOdVj+e86vGcV73acM5L60EowomLREREJIlBAhEREUlikFBB9vb2eOedd2Bvb2/pptQaPOdVj+e86vGcVz2ec2NWOXGRiIiIKh97EoiIiEgSgwQiIiKSxCCBiIiIJDFIICIiIkkMEoiIiEgSg4QK+vzzz9GsWTM4ODggKCgIcXFxlm5SjbBs2TJ07doVrq6uaNCgAUaOHInLly8blMnPz8fLL78MDw8PuLi44Omnn0ZaWpqFWlzzfPDBB5DJZJg5c6aYxnNufsnJyZg4cSI8PDzg6OiI9u3b4/Tp02K+IAhYtGgRvLy84OjoiODgYFy5csWCLbZuOp0OCxcuhK+vLxwdHfHII4/gf//7n8HDjnjOHyBQuW3fvl2ws7MTNm3aJPz555/C1KlTBTc3NyEtLc3STbN6gwYNEjZv3ixcuHBBOH/+vDBkyBChSZMmQk5Ojlhm+vTpQuPGjYUjR44Ip0+fFrp37y707NnTgq2uOeLi4oRmzZoJHTp0EF577TUxnefcvO7duyc0bdpUeOaZZ4TY2Fjh2rVrwo8//ihcvXpVLPPBBx8ISqVS2Lt3rxAfHy8MHz5c8PX1FVQqlQVbbr3ee+89wcPDQ9i3b59w/fp1YefOnYKLi4vwySefiGV4zu9jkFAB3bp1E15++WXxvU6nE7y9vYVly5ZZsFU10+3btwUAwrFjxwRBEISMjAzB1tZW2Llzp1jm0qVLAgAhJibGUs2sEbKzswU/Pz/h8OHDwmOPPSYGCTzn5jd//nyhd+/exebr9XqhYcOGwvLly8W0jIwMwd7eXvj222+rook1ztChQ4XnnnvOIO2pp54SJkyYIAgCz/nDONxQTgUFBThz5gyCg4PFNBsbGwQHByMmJsaCLauZMjMzAQDu7u4AgDNnzkCj0Ric/9atW6NJkyY8/xX08ssvY+jQoQbnFuA5rwzff/89unTpgtGjR6NBgwbo2LEj/u///k/Mv379OlJTUw3OuVKpRFBQEM95OfXs2RNHjhzB33//DQCIj4/H8ePHMXjwYAA85w+zyqdAVgd3796FTqeDp6enQbqnpyf++usvC7WqZtLr9Zg5cyZ69eoFf39/AEBqairs7Ozg5uZmUNbT0xOpqakWaGXNsH37dpw9exanTp0yyuM5N79r165h7dq1mDVrFt58802cOnUKr776Kuzs7BAWFiaeV6nPGZ7z8nnjjTeQlZWF1q1bQy6XQ6fT4b333sOECRMAgOf8IQwSqNp7+eWXceHCBRw/ftzSTanRkpKS8Nprr+Hw4cNwcHCwdHNqBb1ejy5duuD9998HAHTs2BEXLlzAunXrEBYWZuHW1UwRERHYunUrtm3bhnbt2uH8+fOYOXMmvL29ec4lcLihnOrVqwe5XG40szstLQ0NGza0UKtqnhkzZmDfvn2Ijo5Go0aNxPSGDRuioKAAGRkZBuV5/svvzJkzuH37Njp16gSFQgGFQoFjx47h008/hUKhgKenJ8+5mXl5eaFt27YGaW3atEFiYiIAiOeVnzPmM3fuXLzxxhsYO3Ys2rdvj0mTJuH111/HsmXLAPCcP4xBQjnZ2dmhc+fOOHLkiJim1+tx5MgR9OjRw4ItqxkEQcCMGTOwZ88e/Pzzz/D19TXI79y5M2xtbQ3O/+XLl5GYmMjzX04DBgzAH3/8gfPnz4t/Xbp0wYQJE8TXPOfm1atXL6Nbe//++280bdoUAODr64uGDRsanPOsrCzExsbynJdTXl4ebGwMv/rkcjn0ej0AnnMjlp45ac22b98u2NvbC1999ZVw8eJFYdq0aYKbm5uQmppq6aZZvRdffFFQKpXC0aNHhVu3bol/eXl5Ypnp06cLTZo0EX7++Wfh9OnTQo8ePYQePXpYsNU1z4N3NwgCz7m5xcXFCQqFQnjvvfeEK1euCFu3bhWcnJyEb775RizzwQcfCG5ubsJ3330n/P7778KIESNq7e145hAWFib4+PiIt0Du3r1bqFevnjBv3jyxDM/5fQwSKuizzz4TmjRpItjZ2QndunUTfvvtN0s3qUYAIPm3efNmsYxKpRJeeukloW7duoKTk5MQEhIi3Lp1y3KNroEeDhJ4zs3vhx9+EPz9/QV7e3uhdevWwvr16w3y9Xq9sHDhQsHT01Owt7cXBgwYIFy+fNlCrbV+WVlZwmuvvSY0adJEcHBwEJo3by689dZbglqtFsvwnN8nE4QHlpkiIiIi+g/nJBAREZEkBglEREQkiUECERERSWKQQERERJIYJBAREZEkBglEREQkiUECERERSWKQQERERJIYJBAREZEkBglEREQkiUECERERSfp/wTMGQ/AwkokAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "oldBlueAreas = blueAreas\n",
    "for i,geo in enumerate(oldBlueAreas.geoms):\n",
    "    if i==0:\n",
    "        blueAreas = translate(geo,xoff=20,yoff=0)\n",
    "    else:\n",
    "        #if i==7:\n",
    "        #    geo = translate(geo,xoff=7,yoff=-49)\n",
    "        blueAreas = blueAreas.union(geo)\n",
    "rLean2 = [0.]*nDistricts  #NOTE - THE BELOW ONLY WORKS BECAUSE WE HAVE NO BLUE IN TRANSLATED AREAS\n",
    "rLean2B = [0.]*nDistricts\n",
    "for i, geo in enumerate(blueAreas.geoms):\n",
    "    fillPlotColor(blueAreas,[0.5,0.5,0.9])\n",
    "    plotCenter(i,geo,7)\n",
    "for polly in dPolyList[1]:\n",
    "    plotPoly(polly)\n",
    "for dNo,polly in enumerate(dPolyList[1]):\n",
    "    demPct = polly.intersection(blueAreas).area / polly.area\n",
    "    rLean2[dNo] = (0.5 - blueshift)*demPct + (0.5 + redshift) * (1.-demPct)\n",
    "    FS = 7\n",
    "    if rLean2[dNo] < 0.5:\n",
    "        FS=12\n",
    "    plotCenter(r3(rLean2[dNo]),polly,FS)\n",
    "plt.show()\n",
    "for i, geo in enumerate(blueAreas.geoms):\n",
    "    fillPlotColor(blueAreas,[0.5,0.5,0.9])\n",
    "for polly in dPolyList[2]:\n",
    "    plotPoly(polly)\n",
    "for dNo,polly in enumerate(dPolyList[2]):\n",
    "    demPct = polly.intersection(blueAreas).area / polly.area    \n",
    "    rLean2B[dNo] = (0.5 - blueshift)*demPct + (0.5 + redshift) * (1.-demPct)    \n",
    "    FS = 7\n",
    "    if rLean2B[dNo] < 0.5:\n",
    "        FS=12\n",
    "    plotCenter(r3(rLean2B[dNo]),polly,FS)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "id": "2dee28af-7fdf-413d-aae1-6d9215ba0664",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "oldBlueAreas = blueAreas\n",
    "for i,geo in enumerate(oldBlueAreas.geoms):\n",
    "    if i==0:\n",
    "        blueAreas = translate(geo,xoff=-10,yoff=1)\n",
    "    else:\n",
    "        #if i==7:\n",
    "        #    geo = translate(geo,xoff=7,yoff=-49)\n",
    "        blueAreas = blueAreas.union(geo)\n",
    "rLean2 = [0.]*nDistricts  #NOTE - THE BELOW ONLY WORKS BECAUSE WE HAVE NO BLUE IN TRANSLATED AREAS\n",
    "rLean2B = [0.]*nDistricts\n",
    "for i, geo in enumerate(blueAreas.geoms):\n",
    "    fillPlotColor(blueAreas,[0.5,0.5,0.9])\n",
    "    plotCenter(i,geo,7)\n",
    "for polly in dPolyList[1]:\n",
    "    plotPoly(polly)\n",
    "for dNo,polly in enumerate(dPolyList[1]):\n",
    "    demPct = polly.intersection(blueAreas).area / polly.area\n",
    "    rLean2[dNo] = (0.5 - blueshift)*demPct + (0.5 + redshift) * (1.-demPct)\n",
    "    FS = 7\n",
    "    if rLean2[dNo] < 0.5:\n",
    "        FS=12\n",
    "    plotCenter(r3(rLean2[dNo]),polly,FS)\n",
    "plt.show()\n",
    "for i, geo in enumerate(blueAreas.geoms):\n",
    "    fillPlotColor(blueAreas,[0.5,0.5,0.9])\n",
    "for polly in dPolyList[2]:\n",
    "    plotPoly(polly)\n",
    "for dNo,polly in enumerate(dPolyList[2]):\n",
    "    demPct = polly.intersection(blueAreas).area / polly.area    \n",
    "    rLean2B[dNo] = (0.5 - blueshift)*demPct + (0.5 + redshift) * (1.-demPct)    \n",
    "    FS = 7\n",
    "    if rLean2B[dNo] < 0.5:\n",
    "        FS=12\n",
    "    plotCenter(r3(rLean2B[dNo]),polly,FS)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "id": "a758a50b-0c58-4992-9494-bcb01db89b8b",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "oldBlueAreas = blueAreas\n",
    "for i,geo in enumerate(oldBlueAreas.geoms):\n",
    "    if i==0:\n",
    "        blueAreas = translate(geo,xoff=1,yoff=0)\n",
    "    else:\n",
    "        #if i==7:\n",
    "        #    geo = translate(geo,xoff=7,yoff=-49)\n",
    "        blueAreas = blueAreas.union(geo)\n",
    "rLean2 = [0.]*nDistricts  #NOTE - THE BELOW ONLY WORKS BECAUSE WE HAVE NO BLUE IN TRANSLATED AREAS\n",
    "rLean2B = [0.]*nDistricts\n",
    "for i, geo in enumerate(blueAreas.geoms):\n",
    "    fillPlotColor(blueAreas,[0.5,0.5,0.9])\n",
    "    plotCenter(i,geo,7)\n",
    "for polly in dPolyList[1]:\n",
    "    plotPoly(polly)\n",
    "for dNo,polly in enumerate(dPolyList[1]):\n",
    "    demPct = polly.intersection(blueAreas).area / polly.area\n",
    "    rLean2[dNo] = (0.5 - blueshift)*demPct + (0.5 + redshift) * (1.-demPct)\n",
    "    FS = 7\n",
    "    if rLean2[dNo] < 0.5:\n",
    "        FS=12\n",
    "    plotCenter(r3(rLean2[dNo]),polly,FS)\n",
    "plt.show()\n",
    "for i, geo in enumerate(blueAreas.geoms):\n",
    "    fillPlotColor(blueAreas,[0.5,0.5,0.9])\n",
    "for polly in dPolyList[2]:\n",
    "    plotPoly(polly)\n",
    "for dNo,polly in enumerate(dPolyList[2]):\n",
    "    demPct = polly.intersection(blueAreas).area / polly.area    \n",
    "    rLean2B[dNo] = (0.5 - blueshift)*demPct + (0.5 + redshift) * (1.-demPct)    \n",
    "    FS = 7\n",
    "    if rLean2B[dNo] < 0.5:\n",
    "        FS=12\n",
    "    plotCenter(r3(rLean2B[dNo]),polly,FS)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "id": "78f17415-a15e-4e86-87f1-f2a3dc9e155c",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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zngMAPLtqHVzcXC3WlvsJnZoCOsFqhkCkZOfm4bGPT1q6GTUGgwQzkctdqiRIMDdXhzpwd6pr6WZUmrOuesZDBZ0azoVqAIDMzgkyO8v8jd3c3aq0frsq6GmSyQQ46IqeKwQ7yCA3+3tUJaWLvcXe215rDwdt0RwApbMLXFyt/7OFaiYONxAREZEk9iQQ2QBzLuxT2xZFqigupkTEngQiIiIqAYMEIiIiksQggYiIiCQxSCAiIiJJnLhIVo8T7cw7YU6qLh5jTkokksKeBBuxZ88eNGvWDEFBQVi/fr1Rfo8ePdC8eXOEhoYiNDQUKlXRSmMjRoxA17AeeGHyDYwYfh2jnhkPAEhISECHDh1gb2+PPXv2VOu+EBGRbWBPgg3QarWYNWsWYmNjoVQq0b59ewwdOhTe3t4G5aKjoxESEmKQtnXrVuQU3EHCiTAse/c2nhzUDwDg7++PDRs2YOXKldW2H0REZFvYk2ADEhISEBwcjICAALi5uaFfv344cOCASXUUFgo4dSofAwb2BwA0aNAAbdq04c1PiIioRPyGsAFpaWkICAgQXwcEBCA1NdWo3OjRo9G2bVusWrXKKO9kQj5atnSCp6dl7j1ARES2h8MNNURUVBQCAgKQlZWFQYMGoVmzZhgwYICYf+RoLnr0sI6bxNyPE+bKhysuVr0HjwsnMhKxJ8Em+Pv7G/QcpKamwt/f36BMcU+DUqnE8OHDcfLkvbugqVQqnDmtQpdHrS9IICIi68UgwQZ06tQJ58+fR2pqKnJzcxETE4O+ffuK+VqtFnfu3AEAFBYWIiYmBsHBwWL+gf2H0Kq1E1xc+OcmIqLy43CDDVAoFFi5ciV69uwJvV6PefPmwdvbG/3798f69euhVCrRt29faDQa6HQ6DBw4EMOGDRO337XjO/zf/xneavi3335D//79kZGRgT179iAoKAhxcXHVvWtERGTFGCTYiEGDBmHQoEEGafv27ROfnz59usRtv/pmPRJOhBmktW7dGjdu3DBvI6nKcDElIrIE9j8TERGRJAYJREREJIlBAhEREUlikEBERESSGCQQEVGNk38lAR3at63QTfGK0wICAjBkyBAAwJEjR+Dp6Snmffjhh9W5OxbDqxuIiKhGEfQ6ZPy0HkdPHEHDBn4m3xSv2NixYxEeHi6+Dg8PR3R0dNU23sqwJ4GIiGoUddpfsK/bCP7+/hW+KZ5arcaPP/4o9iTUVgwSiIioRtHl/guF+71eg4rcFC8mJgZdunSBp6enmHbkyBG0adMGgwYNwpUrV6qk7daGww1kMrVajUWLFmHTpk3IyMhA69atsXTpUvTp08ekevr06YNDhw5h6tSp+PTTT8X0JUtuYvFif8ltevdegMcee7nEOiMjR+Dq1V/QseOzGDDgXZPaUx20WjViY5cjMXEHCgqy4OPTAr16zcPDD/9fqduNHLkRp05F4tatP6FSZcDFxRuPP/4oFi9ebNBdeuTIEfTs2bPEepYuXQqt9nnJvO+/n4MzZzYjKCgcY8ZEVmwHq1BFj92DSjpHsrJScfbsFvz112HcvXsNn3yiQEhICN544w2DLmegaDz76NGjkvUrFApoNBrTd5CqVVk3xdu2bRtGjBghvm7Xrh2SkpLg5uaGXbt2YdSoUQb3yKmpGCSQyZ599llER0dj5syZCAoKwldffYX+/fsjNjYW3bp1K1cdO3fuLHMZ6Ice6o42bZ4xSPPzCymhNHDhwj6kpJS88qQ12L17Ji5c2IvOnSfCy+shnDu3FVFR4xARsR2NG4eVuN2tWxfh5KRE584T4OLihdzcf3D27HZ06tQJcXFxaNOmDQCgRYsW2LRpk9H2mzZtwoEDB/D444/jvoU6RampiTh3bhsUCiez7au5VfTY3a+0c+TPP3/EsWOfoXnzJxAa+gwef9wVkZGR6NOnDzZu3IjnnntOLPv6669j4sSJBtvn5eVhypQpePzxxyu+k2QWcjdvaHP+FV+npqaiU6dOBmWkbopXHCSoVCocPHgQX3zxhVjew8NDfD506FBMmTIFOp0Ocrm8KnfF4hgkkEkSEhKwZcsWLF++HHPmzAEAjB8/HiEhIZg3bx5OnDhRZh0FBQWYPXs25s+fj0WLFpVYztv7IbRp83S52qXRFODAgSXo1m0qYmOXl29nqtmNG2dx/vx36NNnIbp2fREA0KbNMHz+eS8cPLgUEyf+UOK2PXrMMkrbvPkVNGjQAGvWrMHatWsBAD4+Phg7dqxR2SVLliAoKAgdO3bEvn2GSzALgoCYmDfQps0wXL16rDK7WGUqc+yKlXWOBAZ2xSuvnISra1E39YwZfpgyZQpCQ0OxaNEigyBBqtfsm2++AQCMGTOmQvtI5uPo3xSaO9eRlpYGuZ0fYmJisHDhQjFfq9UiMzMTdevWFW+KFxERIebv27cP3bt3h7u7u5h269Yt+Pj4AACOHTuGevXq1fgAAeCcBDJRdHQ05HI5Jk+eLKY5OTlhwoQJiIuLQ0pKSpl1fPDBB9Dr9WKQURqNRgWNpqDMcsePfw5B0OPRR6eUWdZSLlzYA5lMjvbt732J29s7oV27Ubhx4zSysozHTEtTv359uLi4IDMzs9RyCQkJuHLlSolfXomJ0bh9+xJ69XrVpPevTuY4dmWdI/XrNxMDhGKOjo7o378/bty4gZycnFLr37x5M1xdXTF48OBy7BFVJZmdHHV6TsTAJ/sjNDQUs2fPFm+Kl5aWBrVajb59+6J169Zo27YtQkJCDG6Kt23bNgwfPtygzm3btiE4OBihoaF49dVXJXvsaiL2JJBJzp49i6ZNmxp0vQEQu/LOnTuHhg0blrh9cnIy3nvvPWzcuBHOzs6lvte5c9tw8uTXAATUrRuE7t1noHXrp4zKZWbewLFjn2Lw4FWwty+9TktKTz8Pb++H4OTkbpAeEBD6X/4fUCoDSq1DpcqCXq9Fbu5tTJz4BrKzs9G7d+9St4mKigIg/QtXrc7FoUPv4LHHXoa7e30T9qZ6VfbYVeYcSU9Ph4uLC1xcXEos888//+DgwYMYMWIEXF1dTaqfqoZLUBhOfzkfSo97f4/y3hTv/ssgi7388st4+eWS50PVVAwSyCQ3b96En5/xXQSL09LS0krdfvbs2Wjbti1GjhxZYpk33/TDgQOPYvjw4QgMDMS6dRdx8uRX2LlzGtTqHHTsGGFQ/sCBt+DnF4JWrYaYvkPVKCfnNtzdfYzS3dx8/su/VWYd69c/iX///fu/7dzwxhtvYMKECSWWf/PNG9iw4VsEBLRFVJQrAMOhhqNHV0GhcEKXLpOlK7ASlT125TlHpO6OeeXKFezcuRPPPPNMqV3LW7duhVartemhhj179mD27NnQ6/WYP3++0ZyLHj16ID09HU5ORfNW4uLi4OzsjBEjRuDSpUsAioKljh07Yvfu3Thy5AiGDBmCJk2aAAAiIiLwyiuvVOs+UeUxSCCTqFQqODo6GqUXf3AUr1omJTY2Fjt27EB8fHyZ73P8+HHx+dmzHdG27UisW/cEDh9+D6Ghw8Vfg9euHceFC3sxadJeU3el2mm1BZDLHYzSFYqi41meYZUhQz6EWp2LjIzruH17J1QqFXQ6HezspEcOr179BXl5/0heEXLnzt/49dcNGDbsc7EN1qoyx66i50h+fj6eeeYZODs747333iu17ObNm1GvXj2Tr/CxFlqtFrNmzUJsbCyUSiUXHyIR5ySQSZydnaFWq43SCwoKxHwpWq0W06dPx7hx49CxY0eT31ehcECnTs+hoCALaWm/AQB0Oi1iYhaiTZthYrezNVMonKDTFRqla7VFx9PevuwrCxo27IBHHumBjh0j8OOPP+Kbb77BggULSiz/+++7IJPJERJiPE6+f/8iNGzYAS1bDpDY0rpU9NhV9BzR6XQYOXIkLly4gOjoaPj7S1+SCwBXr15FXFwcRowYAYXCNn93JSQkIDg4GAEBAVx8iAwwSCCT+Pn54ebNm0bpxWklfZhGRkbi0qVLeOGFF5CUlCQ+ACAnJwdJSUnIz88v9b09PIrqVqkyAQCJidtx587faN9+LDIyUsQHABQW5iEjIwWFhaXXWZ3c3etLdovn5t76L9+4O700derUQa9evcQ5Bw9SqVS4eDEGDz30GNzc6hnkXb16DFeuxKJz54kGx06v10GrLUBGRgoKCkqfqFedKnrsKnqOTJo0CXv27MFXX32FXr16ldq2zZs3A7DtqxrS0tLESwIBLj5E99hm2EsWExoaitjYWGRnZxtMXiweQggNDZXcLjk5GRqNBl27djXKi4yMRGRkJHbt2lXqr5CMjOsAIM5Az8pKhV6vwcaNxr+SExO3IzFxO0aM2IAWLfqVd/eqlK9vMK5dO4GCghyDCXg3bpwV802lUqmQlZUlmff999+jsDBXcrJn8dUAW7caz2fIybmJjz4KQ9++S9ClyyST21QVKnrsKnKOzJ07F19++SVWr16NUaNGldm2zZs34+GHH0bnzp1N3S2bwsWHaicGCWSSYcOGYcWKFVi3bp14CaNarcaXX36JsLAw8cqG5ORk5Ofno3nz5gCAkSNHSgYQQ4cORf/+/TFp0iSEhRUtiDNv3nmjS9HU6lz8+ut6uLh4wc+vNQAgJGSw5JfD1q0TEBTUG+3ajUaDBu3Mtu+V1bLlkzhxYi1On/5GvNZfq1Xj3LmtCAhoJ87Oz8y8AY1GhXr1gsRtc3PvwM2trkF9SUlJOHz4MDp06CD5fps3b4aLiwsiI5+Dm5ubQV5y8lN49tkm4ustW+4CAH74YR48PRvgscemw8enRaX32VwqeuxMOUeWLLmJ48c/x8GDK/DYY9MxY8aMMtt19uxZXLx40eAafFvk7+9v0HPAxYeoGIMEMklYWBieeeYZLFiwALdv38YjjzyCr7/+GklJSdiwYYNYbvz48Th69CgEQQAANG/eXAwYHhQYGGjQg5CQ8CX+/HM/mjV7HEplAHJybuHs2S3IykrFU099AoWiaAJbvXpBBl+k9/P0bGg1PQjFGjRoh5YtB+Lw4WXIy7sDL69AJCZuQ2ZmCgYNWimW27VrBq5fj8PixfeuFFmzphcCA7vB1zcYzs6e+Pffq/j4463QaDSSk+ru3r2LmJgYPP3000YBAgA0atQIjRo1El8nJhYNF+3f/yZcXevVmGNnyjly8WIMDh5cCi+vh1C3bpC4OFKxPn36iIvpFCvt8lJb0qlTJ5w/fx6pqalQKpVcfIhEDBLIZJGRkVi4cKHBvRv27NmD7t27m6X+Ro06IiXlFM6c2Yz8/Aw4OLggICAUgwevwkMPlW/ZZ2s1dOhHiI0NwG+/7YBKVXT/gdGjI9GkSeld1R06jMfly4dx5coRFBbmwtW1LgYMeByvvfYaWrVqZVR++/bt0Gg0GD16dFXtSrWr6LErr/T0PwAAd+9exa5dL2PXLsP82NhYgyBBr9djy5YtaNeuHZo1a2aWNliKQqHAypUr0bNnT+j1esybN09cfGj9+vVQKpXo27cvNBoNdDodBg4cWK7Fh9auXQt7e3u4ubnVmsWHahqZUPxTz4ZkZ2dDqVQiKyvLaFGf6qTT5ePI0aIP6B7/9zvk8pIXW7GknII7SDhR1JXf6dF4uDvVLWMLy1qyxHhipKUIugyM2Fa0NPTW4Tsgk9excIvukbquv6Kq4pjLNXmocycZAJBRtxF09ra1yJA5j6+p8rPzsGZS0fj+i//bChcP2zp2lpSVnYc27x4BACS+1sNgMSVLyS/UouWiHwEAF97qCxcHy/4+N+U7lD0JZHUe/HC2pqDBUqr6C4vH3LJBAZG14iWQREREJIlBAhEREUlikEBERESSGCQQERGRJE5cJKtX3glltXGyXVWpScecExKJKo49CURERCSJQQIRERFJYpBAREREkjgngWqMmrQgkK2Oo9/fbnVGDtYvSLZoG4iockzuSfj5558xcOBA+Pv7QyaTYffu3WKeRqPB/Pnz0apVK7i6usLf3x/jx49HWlqaQR13797FmDFj4OHhAU9PT0yYMAG5ubmV3hkiIiIyH5ODhLy8PLRp0wafffaZUV5+fj7OnDmDhQsX4syZM9i5cycuXbqEQYMGGZQbM2YM/vjjDxw8eBB79uzBzz//jMmTJ1d8L4iIiMjsTB5u6NevH/r1k76NrFKpxMGDBw3SPv30U3Tq1AnJyclo1KgRLl68iP379+PkyZPo0KEDAOCTTz5B//79sWLFCvj7+1dgN4iIiMjcqnziYlZWFmQyGTw9PQEAcXFx8PT0FAMEAAgPD4ednR3i4+Ml61Cr1cjOzjZ4EBERUdWq0omLBQUFmD9/PkaNGiXejjI9PR3169c3bIRCAS8vL6Snp0vWs2zZMixZsqQqm0pkMbY80a68bZ872weOddzF1w9OKpWqpzwTT2352BHZgirrSdBoNBg+fDgEQcCaNWsqVdeCBQuQlZUlPlJSUszUSiIiIipJlfQkFAcI169fx08//ST2IgCAr68vbt++bVBeq9Xi7t278PX1lazP0dERjo6OVdFUIiIiKoHZexKKA4TLly/j0KFD8Pb2Nsjv0qULMjMzcfr0aTHtp59+gl6vR1hYmLmbQ0RERBVkck9Cbm4urly5Ir6+du0azp07By8vL/j5+WHYsGE4c+YM9uzZA51OJ84z8PLygoODA1q0aIEnnngCkyZNwtq1a6HRaDBt2jSMHDmSVzYQERFZEZODhFOnTqFnz57i61mzZgEAIiIisHjxYnz//fcAgNDQUIPtYmNj0aNHDwBAVFQUpk2bht69e8POzg5PP/00Pv744wruApG0ik6Gq2j9trzCY3Urz4RDTkoksjyTg4QePXpAEIQS80vLK+bl5YXNmzeb+tZERERUjXiDJyIiIpLEIIGIiIgk8S6QVKtUZp7CnNk+cFN6l5hf3jF0zl0gIlvBngQiIiKSxCCBiIiIJDFIICIiIkkMEoiIiEgSJy5SrVfahMPcLAekbKu+9yMisibsSSAiIiJJDBKIiIhIEoMEIiKiKnT/3QrKcecCq8IggYiIqAqpNDrJ57aAQQIRERFJYpBARERUhZzt5ZLPbQEvgbQier0eanW22estuK/OnPwc6HTSf3ZBEKBQ6CCTyUqsSxAEFOgKAABOcqdSy9YE+Zq74nNdXgY0JYTVgiBADQegtOMhAEKBCgAgc3IGavahQ2Fenvg8q0ADh/xCyXKCIECmE8o8l7SFRd20Cgfb+pCtCFWuWnyenZMHDUoayBbgDDVkJZxMAgCtuqguhaNjTT/lAACa3HzxuSovB/Z2JXfvO7u4QWZX9b+V7z+1be0jk0GCldDr9YjZ3xNOTjeq9H3Wf7oeer19ifl3HO/gqN/RGv8FVl6OhQI2/fc8rddAi7bF1ujsHIDuHwIAti85Z9nG2BhB0IjPo2Y9b8GW2B6NTAE0mQQA6PzR6VLLdnBKw/ZFE6olULBVPDJWQq3OrvIAISurHvT60uPCuuq6kAs1/5daeantgT8bWLoVtslOXwhl1t+WboaNUkAm97d0I2ySQtDCr6B8d1o9VeAPVX5uFbfItrEnwQq1a/sTnJyUAIDly28Z5c+d62NynYIgQK0Hej1u2EWwckVR/XZ2eZDpvgcAHBq6E07OyhLrqU3DDQAgjBTgWIgS9zVHk4t2CUUfSr92CoSrvUsJFdWu4QYAaCAI0MkdSzx2d1WF6PvBUQDAj3O6w9vJocS6atNwAwAIQlcAmhKHEvLzclB3Tcui5y+dhYuLu3EdqH3DDQAwXRCgsbMv8bzLz8tFhw/PVnOrbBODBCvk5KSEs7MnAEAQVEb5xXmmkvrqUuC/Ly0B0P+X5uroBWfHkt/D+KOoFnAqOcu+0BEFjhkAAFc3V7g7uJVc2KNWHr0SaWQCNP99jru7OUDp7GjZBlmdkk88ezsd7O2K/tfau9WBvZt0YF9y2FWz1db9NjcONxAREZEkBglEREQkicMNNmjJEuNJOQ/eWVCqTHktX35LcpijtPcjIqKahz0JREREJIlBAhEREUlikEBERESSOCfBCpVnTsCDKjMHoSIefD/OUSAiqnnYk0BERESSGCQQERGRJAYJREREJIlBAhEREUnixMUqYupEQpksG127VVFjiIiIKoA9CURERCSJQQIRERFJ4nBDFdDr9ZDJsssopf3v36I/gVyeW6VtIiIiMhWDBDPT6/WI2d8TXbvdsHRTiIiIKoVBgpmp1dlwcqp4gJCVFQC93g0ymRkbVQ3Kc2dKIrJ9/L9euzBIqEK/xm2DTudWQq7hcEOxogCBU0WIiMjyGCSYiUqVBbm8EAUFWWKaTucGQfAwqR5b60EgIqKai0FCJQiCID6PT+AiB0REVLMwSKgEnU6BrKx6UCr/Mcqz1bkF5sQ7RRLVDhW9Cy0/E6wfg4RKkMlk+C2xL+zstABG4/7DybkFRERk6xgkVJoMer09AHfIZPb3UmtxDwIREdUM/KlLREREkhgkEFkZtVqN+fPnw9/fH87OzggLC8PBgwdNrqdPnz6QyWSYNm2aZP6tW7fwwgsvICAgAE5OTmjSpAkmTJhgUKZJkyaQyWSSj6CgoArtH9k+rVaNgweXYsWKtli69CH8738D8PffR02up6xzlCyPww1kFpyAZD7PPvssoqOjMXPmTAQFBeGrr75C//79ERsbi27dyncVzc6dOxEXF1difkpKCrp27QoAmDJlCgICApCWloaEhASDcqtXr0ZuruGS4devX8cbb7yBxx9/3MQ9I2tX3gmIu3fPxIULe9G580R4eT2Ec+e2IipqHCIitqNx47By1XHhwr5Sz1GyDgwSiKxIQkICtmzZguXLl2POnDkAgPHjxyMkJATz5s3DiRMnyqyjoKAAs2fPxvz587Fo0SLJMi+88AIUCgVOnjwJb2/vEusaMmSIUdrSpUsBAGPGjCnHHlFNc+PGWZw//x369FmIrl1fBAC0aTMMn3/eCwcPLsXEiT+UWYdGU4ADB5aUeo6SdeBwA5EViY6Ohlwux+TJk8U0JycnTJgwAXFxcUhJSSmzjg8++AB6vV4MMh70559/IiYmBnPnzoW3tzcKCgqg0WjK3cbNmzcjMDAQjz76aLm3oZrjwoU9kMnkaN9+rJhmb++Edu1G4caN08jKSi2zjuPHP4cglHyOkvVgkEBkRc6ePYumTZvCw8Nwpc5OnToBAM6dO1fq9snJyXjvvffw/vvvw9nZWbLMoUOHAAA+Pj7o3bs3nJ2d4ezsjH79+iEpKanM9l28eBGjR48u3w5RjZOefh7e3g/BycndID0gIPS//D9K3T4z8waOHfsU4eGvl3iOkvXgcIOZvPaaLxwcHMTXFV1cxFaYaw7Cnj17MHv2bOj1esyfPx8TJ040yO/RowfS09Ph5OQEAIiLi4OzszPu3LmDZ555Bjdu3ECrVq2wefNmODk5ISkpCc8++yz+/fdfNGjQAFu2bIFSqTRLW6vDzZs34ednfGyL09LS0krdfvbs2Wjbti1GjhxZYpnLly8DACZPnoyOHTti69atSE5OxpIlSxAeHo7ffvsNLi4ukttGRUUBsO2hhoqecyNGjMClS5cAAP/88w86duyI3bt348iRIxgyZAiaNGkCAIiIiMArr7xSrftUERX9jMrJuQ13dx+jdDc3n//yb5W6/YEDb8HPLwStWg0R25CQkIclS25ybpMVYpBAFqPVajFr1izExsZCqVSiffv2GDp0qNEYeXR0NEJCQgzS3nvvPTz99NOYNm0a5syZg/Xr12PatGmYPXs2XnzxRYwYMQJRUVF4//338e6771bnblWKSqWCo6OjUXrxF5ZKpSpx29jYWOzYsQPx8fGlvkfxRERfX1/s3bsXdnZFHYoNGjTAqFGjsHnzZqMvTqDoNuhbtmxB27Zt0aJFi3LvkzWpzDm3detW8fnYsWMRHh4uvg4PD0d0dHTVNt5KaLUFkMsdjNIViqLzVqMpKHHba9eO48KFvZg0aW+VtY/Mi8MNZDEJCQkIDg5GQEAA3Nzc0K9fPxw4cKBc237//fcYN24cgKIP7B9+KJosdfHiRfTq1QsA0KtXL+zcubNqGl9FnJ2doVarjdILCgrEfClarRbTp0/HuHHj0LFjxzLfAwCGDx8uBggA8Mwzz0ChUJQ4OfLo0aNITU216V6EypxzxdRqNX788UfJSZ21gULhBJ2u0Chdqy06b+3tnSS30+m0iIlZiDZtholDE2T9GCSQxaSlpSEgIEB8HRAQgNRU40lPo0ePRtu2bbFq1SoxLSsrSxxGuH+71q1bi4HBzp07JeuzZn5+frh507gbuDjN399fcrvIyEhcunQJL7zwApKSksQHAOTk5CApKQn5+fkGdfj4GHYZy+VyeHt7IyMjQ/I9oqKiYGdnh1GjRlVo36xBZc65YjExMejSpQs8PT3FtCNHjqBNmzYYNGgQrly5UiVttxbu7vUlhxRyc2/9l288FAEAiYnbcefO32jffiwyMlLEBwAUFuYhIyNFPEerhwBnFCA/Lwf5uVkmPQS9vhrbaVkcbiCrFhUVhYCAAGRlZWHQoEFo1qwZBgwYUGL5lStX4qWXXsIXX3yBAQMGwNXVtRpbW3mhoaGIjY1Fdna2weTF4iGE0NBQye2Sk5Oh0WjEtQ/uFxkZicjISOzatQtDhgxB+/btAcDoy7GwsBB37txBvXr1jOpQq9XYsWMHevToUWKgUlOUdc5t27YNI0aMEF+3a9cOSUlJcHNzw65duzBq1CicPHnSEk2vFr6+wbh27QQKCnIMJi/euHFWzJeSlZUKvV6DjRsHG+UlJm5HYuJ29Oixq3p6aAQB0Q5L0MHuL2CN6ZtftG+J5guOQ2ZX839nM0igCjHHHR79/f0NvqhSU1PFWfzFin/1KZVKDB8+HCdPnsSAAQOgVCrF3oTU1FTxiysgIADfffcdAODGjRvYv3+/ye2ypGHDhmHFihVYt26deHmYWq3GypXrERDQDhs3KgDcRGbmDbzwgjuaN28OABg5cqRkADF06FD0798fkyZNQlhY0SI3PXr0QP369REVFYXXXntNnO/w1VdfQafToU+fPkb17Nu3D5mZmTY91ABU7pwDiuaEHDx4EF988YVY/v5gbujQoZgyZQp0Oh3kcnlV7opJzDmRumXLJ3HixFqcPv2NuE6CVqvGuXNbERDQDkpl0fHLzLwBjUaFevWKVuYMCRksGUBs3ToBQUG90a7daBw71gSJiVV/91hnqIsChApqobmA/PwcuLjZzqToimKQQBbTqVMnnD9/HqmpqVAqlYiJicHChQvFfK1Wi8zMTNStWxeFhYWIiYlBREQEAODJJ5/Epk2bMG3aNHzzzTcYOHAgAODOnTvw9vaGTCbDO++8Y7DegC0ICwvDM888gwULFuD27dt45JFH8PXXXyMzMwWDBq0Uy+3aNQOrV8dBEAQAQPPmzcWA4UGBgYEGv84cHR2xfPlyREREoHv37hg3bhySk5Px0Ucf4bHHHsNTTz1lVEdUVBQcHR3x9NNPm3eHq1llzjmgKFjq3r073N3v/YK+deuWOHRz7Ngx1KtXz6oCBHNr0KAdWrYciMOHlyEv7w68vAKRmLhN8hy9fj0OixcXXZFTr16QGDA8yNOzIVq06Fct7QeK7uBbLP/Fs4BryQuK3U+VlwPvNdI9JTUVgwSyGIVCgZUrV6Jnz57Q6/WYN28evL290b9/f6xfvx5KpRJ9+/aFRqOBTqfDwIEDMWzYMADAggULMGzYMKxevRohISF4++23AQCHDx8WP/QHDhxodC8CWxAZGYmFCxdi06ZNyMjIQOvWrTF6dCSaNOlstvcYP348HBwc8N5772Hu3Lnw9PTECy+8gHfffdfoCy47Oxt79+4Ve3BsWWXOOaBoqGH48OEGdW7btg1r166Fvb093NzcsGnTpurerWo3dOhHiI0NwG+/7YBKlQUfnxZmP0eri4urO1ALegQqSiYU/xSxIdnZ2WJ384OLzlSnwsJC8fK61157zabXSZDJsqHXfwsAsLMbBUEw7bjW5uubcwpzEXS8aLLa5a6PwN3BzezvIXU+1YRj/o9KjY5LihZ3OvlmOOo5G1/+SdLyc7PgsqJR0fM5yaV2fdva59H9quQ8z/0HWPFI0fM5VwA343k4Uu4/5nemX4OLW/k+J/MLdeiwtOg8v/BWX7g4WPb3uSnfoexJICIiMtFjH8RCBenLPWsSBglkFjX1l251qOivvPJsx79B7WTLPQcPsqbPFmf7ys016dC4TqXrqG4MEoiIiMrh/gmPp98IBxxMu8Ta2V5uUIctYJBARERkIhcHBWDhuQXVoeavBEFEREQVUvPDIKoWHPsuv+ocL7am8VyqOstX3AJk1bmksWWZYzE3Kh/2JBAREZEkBglEREQkicMNREREVU0QAE0Fh4TsXQALXRXBIIGIiKgqCQKwsS+QEl+x7Rt2Bp7fb5FAgUECmQUnyBVZvvwW5NocSzejVPxb1Txz5/gYLMtckxZTqhE0+RUPEAAg5deiOkxcl8EcGCQQERFVlzlXAAeX8pUtzL93jwkLYZBARERUXRxcLNIjUFG8uoGIiIgkMUggIiIiSRxuoArhRLd7k8N0inzgUQs3ppJ4R0nbVttWXHwQJ+NWHfYkEBERkSQGCURERCSJQQIRERFJ4pyEKvLgeJgtL27Csb3ah39zIgIYJJiNWq3GwoULsWnTJmRkZKB169ZYunQp+vTpY1I9kZEjcPXqL+jY8VkMGPCuUf6ZM5tx4sRaZGSkQKn0R1jY8wgLm2BQ5s6dKzh1ahNu3DiDmzfPQ6dTY8aMeNSp07BS+0hERLULhxvMZOLEiVi1ahXGjBmDjz76CHK5HP3798exY8fKXceFC/uQknK6xPxTpzbh++/noF69ZujffykaNGiPmJiFOHbsU4NyKSmnER+/AYWFeahXz7KrdRERke1iT4IZpKamYtu2bVi+fDnmzJkDABg/fjxCQkIwb948nDhxosw6NJoCHDiwBN26TUVs7HKJfBUOH34PQUHhGDHifwCA9u3HQBD0OHp0Ndq3HwtnZ08AQLNmj+PVV/+Eo6Mbjh9fg/T0P8y3s0REVGuwJ8EMLly4ALlcjsmTJ4tpTk5OmDBhAuLi4pCSklJmHcePfw5B0OPRR6dI5l+7dgIqVQY6dowwSO/U6VloNPn466/DYpqLSx04OrpVcG+IiIiKsCfBDNLT0xEUFAQPDw+D9E6dOgEAzp07hzffHFji9snJyXj//c+wceNGXLrkXMJ7nAcA+Pu3MUj382sNmcwO6enn0abN05XZDSqFLU88rQguTmNbavtdIHluVh2TexJ+/vlnDBw4EP7+/pDJZNi9e7dBviAIWLRoEfz8/ODs7Izw8HBcvnzZoMzdu3cxZswYeHh4wNPTExMmTEBubm6ldsSScnJy4Ovra5Tu51d04qalpZW6/ezZs9G2bVuMHDmylPe4BZlMDje3ugbpCoUDnJ3rICcnvQItJyIiKpnJQUJeXh7atGmDzz77TDL/gw8+wMcff4y1a9ciPj4erq6u6Nu3LwoKCsQyY8aMwR9//IGDBw9iz549+Pnnnw266m2NVquFo6OjUbqTkxMAQKVSlbhtbGwsduzYgdWrV5fxHgWQy+0l8xQKR2g0BZJ5REREFWXycEO/fv3Qr18/yTxBELB69Wq88cYbGDx4MAAgMjISPj4+2L17N0aOHImLFy9i//79OHnyJDp06AAA+OSTT9C/f3+sWLEC/v7+RvWq1Wqo1WrxdXZ2tqnNrlIKhcKgfcWKAyNnZ+khBK1Wi+nTp2PcuHHo2LFjGe/hBJ1OU0I9atjbO5nYaiIiotKZdU7CtWvXkJ6ejvDwcDFNqVQiLCwMcXFxGDlyJOLi4uDp6SkGCAAQHh4OOzs7xMfHY+jQoUb1Llu2DEuWLDFnU83K3d0d6enG3f03bxaNC0oFPkBRAHXp0iV88cUXSEpKAgBERACLFwMtWugREaFG/fr14eLiAoXiEZw8qcOLL8qxZo1OrEOrLYRKlQF3d+PhjvIoHstTqZzx/vtFaXPn+ohXStQGtW38tqI4T8F21KTF3MiyzHp1Q/EXpY+Pj0G6j4+PmJeeno769esb5CsUCnh5eUl+0QLAggULkJWVJT7Kc7VAdfLx8cHly5eNejji4+MBAKGhoZLbJScnQ6PRoGvXrggMDBQfQFEAERgYiAMHDhjUcerUKYM60tISIQh6+PoGm3GPiIiIbOTqBkdHR8kxf2vRsmVLxMXFYd26deI6CWq1Gl9++SXCwsLQsGHRSofJycnIz89H8+bNAQAjR46UDCCGDh2K/v37Y9KkSQgLCwMA9OrVC15eXlizZg06dFgnlj11KhL29s4ICupdxXtJRES1jVmDhOIZ/rdu3RJn9he/Lv4y9PX1xe3btw2202q1uHv3ruQVAragQYMGePrpp7FgwQLcvn0bjzzyCL7++mskJSVhw4YNYrnx48fj6NGjEAQBANC8eXMxYHhQYGAghgwZIr52dnbG22+/jalTp+Lq1cl4+OH/Q3JyAn77bQd69XoVLi51xLIFBdmIj98IAEhJOQkASEjYCCcnJZycPBAW9ry5DwEREdVAZg0SAgMD4evri8OHD4tBQXZ2NuLj4/Hiiy8CALp06YLMzEycPn0a7du3BwD89NNP0Ov14q9mW7Rx40a8/fbbBvdu2LNnD7p3726293jppZdgb2+PBQvex6VLB+Dh4Y++fZegc+eJBuVUqizExn5gkBYX9wUAQKlswCCBiIjKxeQgITc3F1euXBFfX7t2DefOnYOXlxcaNWqEmTNnYunSpQgKCkJgYCAWLlwIf39/8VdxixYt8MQTT2DSpElYu3YtNBoNpk2bhpEjR5Y4wc8WODk5Yfny5Vi+3HhJ5WJHjhwpV13FPQ1SJk2ahLS0J43SDScq+WH16pLrIEOc5FU+nKRoO2r6OcxzsfqYHCScOnUKPXv2FF/PmjULABAREYGvvvoK8+bNQ15eHiZPnozMzEx069YN+/fvF9cMAICoqChMmzYNvXv3hp2dHZ5++ml8/PHHZtgdIiIiMheTg4QePXqU+ktXJpPhrbfewltvvVViGS8vL2zevNnUtyYiIqJqZBNXN1DpBEGPvJySV3Usj4KCe4tBFajyIBPklWkRdLqihaTkcicAsvJtJQjQFuoBAAoHO8hk5duuMgRBAASNwXvZIdO0SmQFKN5HjUwNfWWuLJYBGruiINxeLwPKPWokQKYvLHpm54DyHnNTZOXlG76jIEBuZ1+pv1O+6t6aH/l5GuTqSilcBkEAVJqiCpzt5Sh3swRA0BSddzJ7u6o4dMZvKQjQQl+pY1eQp4bLf881eVkohF7MUwhZJtUlA2CPos8QDZzLf9oBAIr/aJX5zDCFACFHXrnPh7x/zdecGo5Bgo0TBD3kmu1YvjLTbHWePN0LcrnWbPXZmkcfM618ARwBFPWMfdmlEECh2dtkmqpZont9gmlfPOWi1aN4IPL/Vhw1f/01mDMKcPG/g6dc08og73ULtKdarbR0A2oPBgk26P5JO3k5KrMGCB4et2FnV3sDhIpwhBpNhYv4S9bC0k2xPXIZ9J4OsMu0dGBle1RwxEl9U3S0+8vSTbFdDu6Ai7elW2HVGCTUIFOnzICLa8Xv4SAIAuRyLWSy9yvZEtsYbsjPycfXs54DAESsWgcXt6LO2+UrbplcVzgEdEf597VEVjzcMHfOvZVUC3PzkfnxRQBA3RmtYe/uUtJmZRI6C4Cucl3vgO0MN6hzC7BqzUcAgOkvvQzHSvyfhdALahSUeezKOqetZbjh/nNMSmFeFtzWtCl6/uIpOLh6Vu4NXbwBO7MuPFzjMEioQVxcneDqLn0zqernUbHNXM3bitLotXbQa4s+IJyc68DJtejN9TC+WVd5SN+j00QCYF/RcXm7qv3bK13vBQKFOgHq/9rp6qSAg7NZ9r7S3C3dgHJQQA97WVFQonR1gpNbZf9uZQdoWlnZQ1AaKCvZjspzcKtTdqFirnUBU8qbW2F+2WUqUtbKMEggIiIy1YpHLN2CasEggYjK5f4FehQ6FSIs2BYyTXkXH6ruRZhsblEkexegYWcg5deKbd+wc1EdNoRBAhERUXnIZMDz+wFNBYcP7F1Q/sky1oFBAhERUXnJZIBDNU6esjBO6yQiIiJJDBKIiIhIEocbiB4gNZmqpt9VrzKWr7gFrbzoMj6bm4hGBir69zPX/4+y6lEIWeJqkstX3BIv7eR5V3XYk0BERESS2JNARERU1QTB9KsirGARJgYJREREVUkQgI19gZR4S7fEZAwSiB7A+QemmTvHBw4eteeSMDJWnjkBUv+vqnIug1XNU9DkVy5AsOAiTAwSiIiIqsucK4CDiV/4FlyEiUECERFRdXFwsanFmHh1AxEREUlikEBERESSONxA9AAupiTt/uNSmJ2H2++mWrA1VB1s+byvaNutasKjFWBPAhEREUlikEBERESSGCQQERGRJAYJREREJIkTF4nKgZMZqTbieU/sSSAiIiJJDBKIiIhIEoMEIiIiksQ5CUQV9OB47cKFSYiNXY7ExB0oKMiCj08L9Oo1Dw8//H8m1RsZOQJXr/6Cjh2fxYAB74rpWVmpOHt2C/766zDu3r0GmcwO9es3R/fuM/Dww91LrfP77+fgzJnNCAoKx5gxkSa1h6ybWq3GokWLsGnTJmRkZKB169ZYunQp+vTpY1I9ffr0waFDhzB16lR8+umnYnpKSgo2btyIvXv34vLly1CrZWWed3///TN++eUT3Lz5GwRBD2/vh9C160sICRlcqX2tDuWZc1GbFlxiTwKRmezePRNxcevQuvVQPPHEW5DJ7BAVNQ7Xr5f/FrEXLuxDSsppybw///wRx459Bi+vJujVax7+7/9eQWFhLjZtGomzZ7eUWGdqaiLOndsGhcLJ5H0i6/fss89i1apVGDNmDD766CPI5XL0798fx44dK3cdO3fuRFxcnGTed999h/fffx+PPPIIli5dWuZ5d/bsFmzaNApyuQK9e7+KPn0WonHjzsjKSqvwPpLlsCeByAwSEhJw/vx36NNnIbp2fREA0KbNMHz+eS8cPLgUEyf+UGYdGk0BDhxYgm7dpiI2drlRfmBgV7zyykm4unqLaR06jMPatX0QG7scbduONNpGEATExLyBNm2G4erV8n9pkG1ISEjAli1bsHz5csyZMwcAMH78eISEhGDevHk4ceJEmXUUFBRg9uzZmD9/PhYtWmSU37NnTyQnJ6Nu3boAgDt3bpZ43mVkpGDv3tcQFvY8+vV720x7WTKtVl2lvXdnz27Fd9+9YlR+8eKif7/55huMGTMGAHDp0iWsXbsW8fHxOHPmDNRqNa5du4YmTZpUdPesAnsSiMwgOjoaMpkc7duPFdPs7Z3Qrt0o3LhxGllZZd/n4PjxzyEIejz66BTJ/Pr1mxkECACgUDgiKKg3srNvQq3ONdomMTEat29fQq9er5q4R2QLoqOjIZfLMXnyZDHNyckJEyZMQFxcHFJSUsqs44MPPoBerxeDjAcFBweLAUKxks67U6ciIQh69Ow5FwCgVudBEISK7Fq5VHXvXePGnTF06CdGj3bt2kEul6N3795i2bi4OHz88cfIyclBixYtKr1v1oI9CURmcPbsWXh7PwQnJ3eD9ICAUABAevofUCoDStw+M/MGjh37FIMHr4K9vbNJ752bexv29s5G26nVuTh06B089tjLcHevb1KdZBvOnj2Lpk2bwsPDwyC9U6dOAIBz586hYcOGJW6fnJyM9957Dxs3boSzc+XPu6tXf0Hduo/g8uXDOHBgKXJybsLJyROdOj2LHj3mwM7OfL9Lb6T+VuW9d15ejeHl1fiBbVQ4dOg19OrVC76+vmL6oEGDkJmZCXd3d6xYsQLnzp2r3A5aCfYkkMn27NmDZs2aISgoCOvXrzfK79GjB5o3b47Q0FCEhoZCpVIBAEaMGCGmBQQEYMiQIQCAI0eOwNPTU8z78MMPq3N3zOLmzZto3boh3nzTz+Dh5uYDAMjJuVXq9gcOvAU/vxC0ajXEpPf9999ruHgxBi1aDICdndwg7+jRVVAonNCly+QStrYt5j7v7q9XJpPh/Pnz1bEbZnXz5k34+RlPoitOS0srfR7A7Nmz0bZtW4wcaTxUVZqSzru7d68hKysNu3fPQtu2IzB8+P8QFNQTP/+8Gj/99J5J71GW8xd+rPLeOwBG/6dbtz6FnJwccZihmJeXF9zd3UuoxXaxJ4FMotVqMWvWLMTGxkKpVKJ9+/YYOnQovL0Nu8Gjo6MREhJikLZ161bx+dixYxEeHi6+Dg8PR3R0dNU2vgqpVCo4OjoapSsURWkaTUGJ2167dhwXLuzFpEl7TXrPwsJ8bN8+GQqFE8LDXzPIu3Pnb/z66wYMG/a52AZbVlXnXUFBAT788EPxl7etKem8c3JyEvNLEhsbix07diA+vvxd80Dp511hYR4EQY/w8NfQrds0AEDLlgOgUmXi11/X47HHpsPR0c2k9yvJzfSLFum9i4qKgrOzM5566qkKtdvWsCeBTJKQkIDg4GAEBATAzc0N/fr1w4EDB0yqQ61W48cffzT6RWfLnJ2doVarjdK12qI0e3vpKwt0Oi1iYhaiTZth4odbeej1OkRHv4h//rmM4cPXwcPD1yB///5FaNiwA1q2HFD+nbBiVXXeffDBB3jxxRdN7mq3FiWddwUFBWK+FK1Wi+nTp2PcuHHo2LFjud9Ppyv9vCu+giYkZIhBekjIEGi1Bbh503y9NTk5/8Dd3ccovSp77+7evYv9+/dj4MCBNbLXQAqDBDJJWloaAgLuRecBAQFITTXu1hs9ejTatm2LVatWGeXFxMSgS5cu8PT0FNOOHDmCNm3aYNCgQbhy5UqVtL0q+fn54eZN4+urc3OLPqikPswAIDFxO+7c+Rvt249FRkaK+ACKfpVlZKSgsDDfaLvvv5+Dv/46hCFDPsRDD3UzyLt69RiuXIlF584TDerU63XQaguQkZGCgoKcyu5ytaqK8y4pKQm//vorhg0bVmXtrmolnXfFaf7+/pLbRUZG4tKlS3jhhReQlJQkPgAgJycHSUlJyM83Pu8mTZpU4nkHAO7uRUGDm1s9g3RX16KJjwUFmeXet7JotGrI5Q5G6ab03j3xxFsmvWd0dDQKCwuNhhpqMg43kNlFRUUhICAAWVlZGDRoEJo1a4YBA+79ot22bRtGjBghvm7Xrh2SkpLg5uaGXbt2YdSoUTh58qQlml5hoaGhiI2NRXZ2tsEkshs3zgIAfH2DJbfLykqFXq/Bxo3Gi8wkJm5HYuJ2jBixAS1a9BPTDxx4C+fObcUTT7yFVq2GStYJAFu3TjDKy8m5iY8+CkPfvkvQpcsk03bSypl63s2ZMwfvvWfecfLqVtJ5VzyEEBoaKrldcnIyNBoNunbtapQXGRmJyMhI7Nq1y6DXZe7cufjyyy9LPO8AwN+/Fe7evYrs7HSDCX85OekAABcXb8ntKsJe4QidrtAovap674Cic8zLywv9+vUru3ANwSCBTOLv72/wCy41NdVoPLf4F59SqcTw4cNx8uRJ8cNapVLh4MGD+OKLL8Ty93+4DR06FFOmTIFOp4NcbjgRz5oNGzYMK1aswLp168RLydRqNZKToxEWFoZVqzoAKPpw/uCDJNSrFwQACAkZjJkzHzOqb+jQoejfvz8mTZqEsLAwrFtXlH78+Oc4cWItHntsOmJiFhptt2TJTQQGdsWIERsAACNHeol5kydPRuPGjfHwwy/Cx8fwEi1rX0GuKs67M2fOYNCgQQCA9PR09O3bFwcPHkTLli2renfMpqTz7ssvv0RYWJh4ZUNycjLy8/PRvHlzAMDIkSMlA4gHz7tiy5cvx4oVK/Daa6/BwWFiie0JDh6E8+e/w9mz36J376LLbvV6Pc6d2wpn5zrw929trl2Hu3s9ZGUbDymUt/fuySffF3vtihX33rm6esPBwcUgLzk5Gb/88gsmT54Me3t7M+2F9WOQQCbp1KkTzp8/j9TUVCiVSsTExGDhwntfVlqtFpmZmahbty4KCwsRExODiIgIMX/fvn3o3r27wXjerVu34ONT9B/62LFjqFevnk0FCAAQFhaGZ555BgsWLMDt27fxyCOP4Ouvv0ZSUhI2bNgglhs/fjyOHj2KxYuLZp3XqxeEIUOkv6ADAwPv+yV3ExcvxuDgwaXw8noIdesG4ZtvvjEoX7wMr6dnA3h6NgAAg7pnzpwJHx8fg14JW1EV593Vq1fF5z169MCnn35qUwECYPp5V7xmQfPmzcWA4UGG5x2wa9cuzJs3D0FBQWjRogV27txhUP7hh7uLwwvNmz+BwMBu+OWXT5Cffxc+Pi3x55/7kZycgCef/MCsk2j9fFrg6rWvUVCQYzB5sSp67wDg22+/hSAItWqoAWCQQCZSKBRYuXIlevbsCb1ej3nz5sHb2xv9+/fH+vXroVQq0bdvX2g0Guh0OgwcONBgzHfbtm0YPny4QZ3btm3D2rVrYW9vDzc3N2zatKm6d8ssIiMjsXDhQoM19Pfs2YPu3Uu/r0J5paf/AQC4e/cqdu16Gbt2GebHxsYCaGaW97I2VXHe1RRVfd4lJiYCAC5fvoxx48YZ5UdERItBgkwmw8iRX+Knn97HH398j3PntsHb+2E89dSnaN3avFcDBLd8HMfiNuL06W/EdRK0WjXOnduKgIB24pUNmZk3oNGoDHrvpAKIrVsnICioN9q1G40GDdoZ5W/evBmNGjVCt27GczFqMgYJZLJBgwaJ3bTF9u3bJz4/fVp69TLA8HK0Yi+//DJefvll8zXQQpycnLB8+XIsX268KEuxI0eOlOsGMlKr1PXsOQc9e95bFU9qiODo0ZLrLp6YVp73t0bmPu/ud+TIkUq1zZLKe96Vh9R5t3jxYiwuXocYZZ8/jo6u6NfvLfTrZ9qkQFM1bNAGLVsOxOHDy5CXdwdeXoFITNyGzMwUDBq0Uiy3a9cMXL8eZ9B7VxwwPMjTs6FkT9v58+fx22+/4dVXX4VMJpPcNisrC5988gkA4Pjx4wCATz/9FJ6envB0c8a0Su2t5TBIIKpmFRn/L+825Sln7fMPyHpYe0A5dOhHiI0NwG+/7YBKVXTvhtGjI9GkSWezvk9UVBSAoqtnSpKRkWEwBAYAK1cWBSuNGzfCtGfN2qRqwyCBiIhskr29Ex5/fBEef9z4xlTFnntuR4l59yvuaZCybNkyLFu2rNTtmzRpUvJ9KgrzgHelL0e1dlwngYiIiCQxSCAiIiJJDBKIiIhIEoMEIiIiksQggYiIiCQxSCAiIiJJDBKIiIhIEtdJICIiSVILb1n7AkvmJrW/tWlBMvYkEBERkSQGCURERCSJQQIRERFJYpBAREREkjhxkYiIJNW2SYpSatMkRSnsSSAiIiJJDBKIiIhIEoMEIiIiksQggYiIiCRx4iIREdF/avtExQexJ4GIiIgkMUggIiIiSQwSiIiISBLnJBARkSTeBZLYk0BERESSGCQQERGRJAYJREREJIlBAhEREUnixEUiIiq38iw2xMmNNQd7EoiIiEgSgwQiIiKSxCCBiIiIJHFOAhERmZWtLMLEmzmVjT0JREREJIlBAhEREUnicIOZqPMKoC/UVaoOQRBQAAEymazc26jyC8TnOXlqaGtr3CcIcIbapGOnyc2/9zznLjQoKKV0zSVAgAoywIRjV5irEp/n5edBI9dXRdOsniAIcNTApPNOl68Wn6uzswGtupTSNYedNvuBFAF2cgGA9LGTAbBH0XmmgTMEAA7IrcomkgQGCZUgCIL4fOVHqyzYkiLRS05CJsgt3QybIQga8fn6WS9asCW2Ry6zx7AmswAAeasvIc/C7bElGugAp6LnH65bY9nGVCeDjyYBz2MrGsH65imQIQYJlaCAHD56JW7ZZVm6KVAUegBCLe1FqDAFZHJ/CLo0SzfE5ugEDf4puIF6Tg0s3RSbo4Cd1XxuWIo9tJUKENIdAvHaq00hsyv6zJOaFMlJieZh9iBBp9Nh8eLF+Oabb5Ceng5/f388++yzeOONN8QuOUEQ8Oabb+J///sfMjMz0bVrV6xZswZBQUHmbk6VkslkeLKwPbTQw3deB8gcKv4rPj+vEFkfngUAOL4SChdXh3JvKwgCZILcpC7PmkSVlw3vz4MBAPlTz8LFxb3c2wpCBwAayEro8qzp8lV30WPP0wCAmEE74ezkVe5tBUGAws6+1p53+TkZuNN7IAAgYP8PcHGvU+5tJwqh0EJXa4+dPucusOFTAMBK3X4UyIuO3dw5PveVEgCNCh99dFscbih2f4BAVcvsQcL777+PNWvW4Ouvv0ZwcDBOnTqF5557DkqlEtOnTwcAfPDBB/j444/x9ddfIzAwEAsXLkTfvn1x4cIFODk5mbtJVUoGGewhh6ObM+wqESToYAf7//rjlK7OcHVzNFcTazx7mQPs7YrGde1d3WDv5mHhFtkOe4UAraLo49fD1RMuLuUPEmo7QVsI6AoBAHYerlAoyx+cAoB9VTTKRuihFZ9r4QGtTAkAcHAzDrTyZcbBAAOE6mP2IOHEiRMYPHgwBgwYAABo0qQJvv32WyQkJAAo+vWxevVqvPHGGxg8eDAAIDIyEj4+Pti9ezdGjhxp7iaViyAIEDSmTb4SKjlRkYiIyJqZPUh49NFHsW7dOvz1119o2rQpEhMTcezYMaxaVTSx79q1a0hPT0d4eLi4jVKpRFhYGOLi4iSDBLVaDbX63gzg7OwHZ8lWjiAI+Gftbyi8bt56iYiIbJnZg4RXX30V2dnZaN68OeRyOXQ6Hd555x2MGTMGAJCeng4A8PHxMdjOx8dHzHvQsmXLsGTJEnM3VSRo9JUKEBwae0Bmz+4vIiJTzZ3tAzvPuiXml2cCIicpVh2zBwnbtm1DVFQUNm/ejODgYJw7dw4zZ86Ev78/IiIiKlTnggULMGvWLPF1dnY2GjZsaK4mG/B7I8zkCYgye7taOwGJiIhqLrMHCXPnzsWrr74qDhu0atUK169fx7JlyxAREQFfX18AwK1bt+Dndy/6u3XrFkJDQyXrdHR0hKNj9UzkkznIKzUBkYiIqKYwex95fn4+7B6YeSqXy6HXF00KDAwMhK+vLw4fPizmZ2dnIz4+Hl26dDF3c4iIiKiCzN6TMHDgQLzzzjto1KgRgoODcfbsWaxatQrPP/88gKK1BWbOnImlS5ciKChIvATS398fQ4YMMXdziIiIqILMHiR88sknWLhwIV566SXcvn0b/v7+eOGFF7Bo0SKxzLx585CXl4fJkycjMzMT3bp1w/79+21ujQQiIqKazOxBgru7O1avXo3Vq1eXWEYmk+Gtt97CW2+9Ze63JyIiIjPhdXtEREQkiUECERERSWKQQERERJIYJBAREZEkBglEREQkiUECERERSWKQQERERJLMvk4CkbVYsuSmUVp57hYntZ0U3nmOaqOK/r8i28SeBCIiIpLEngQiIrIZgl4PVcFdSzfDNIX5gEwGZ0GAzNJtMRGDBCIisgmCXo/xkR1wTqaxdFNM16Qh2hYU4GsbCxQYJJDVK3OOgJCDN/97unzFLUCWX/G6iGqA6j7PTX0/J+1dzJcXPV++8hYKFEVf+mXNbVAV3LXNAOE/Z52coJLJ4GLphpiAQQIREdmcIwN2wNnFy9LNKBeVVoUeu/oXvZDZUj8CgwQiIrJBzi5ecHGpa+lmlI+m5N5Na8cggYiIqp0AQCWTAbJMcYw+P9++1G1U+TY2YbEGYJBA9ACtVo3Y2OVITNyBgoIs+Pi0QK9e8/Dww/9nUj19+vTBoUOHMHXqVHz66adG+Rs2bMCKFStw7do1NGzYENOnT8fLL79sVO7QoUN455138Pvvv0Or1aJp06Z4+eWXMW7cuArvI9kGtVqNRYsWYdOmTcjIyEDr1q2xdOlS9OnTx6R6IiNH4OrVX9Cx47MYMOBdMf3s2a347rtXStzuqac+RevWT1W4/SURIGC8nw/OOTkCmCKmb99u9reiSmKQQFZPajJTVU7M2r17Ji5c2IvOnSfCy+shnDu3FVFR4xARsR2NG4eVqw0XLuzD0aMnSsz/4osvMGXKFDz99NOYNWsWfvnlF0yfPh35+fmYP3++WO7777/HkCFD0KVLFyxevBgymQzbtm3D+PHjcefOHbzySskf8GT7nn32WURHR2PmzJkICgrCV199hf79+yM2NhbdunUrVx0XLuxDSsppybzGjTtj6NBPjNJ//XUd0tMvIDCwfO9hqgKZ7L8AoWLaCg5wdrKN+Qi2jkEC0X1u3DiL8+e/Q58+C9G164sAgDZthuHzz3vh4MGlmDjxhzLr0GgKcODAEnTrNhWxscuN8lUqFV5//XUMGDAA0dHRAIBJkyZBr9fj7bffxuTJk1GnTh0AwKeffgo/Pz/89NNPcHQs+lB94YUX0Lx5c3z11VcMEmqwhIQEbNmyBcuXL8ecOXMAAOPHj0dISAjmzZuHEydKDkKLlXUuenk1hpdX4we2UWHv3gUIDOwKd/f65tkZI/cm7w279gVkMiUAYM5cn3Jt7ezkBZkd1wKsDjzKRPe5cGEPZDI52rcfK6bZ2zuhXbtRuHHjNLKyUsus4/jxzyEIejz66BTJ/NjYWPz777946aWXDNKnTp2KvLw87N27V0zLzs5GnTp1xAABABQKBerWrQtnZ2dTd49sSHR0NORyOSZPniymOTk5YcKECYiLi0NKSkqZdZR1Lkq5dOkgCgtzq2SYQYqg94QALwgomohYngcDhOrDI010n/T08/D2fghOTu4G6QEBof/l/1Hq9pmZN3Ds2KcID38d9vbSX+Jnz54FAHTo0MEgvX379rCzsxPzAaBHjx74448/sHDhQly5cgV///033n77bZw6dQrz5s0zdffIhpw9exZNmzaFh4eHQXqnTp0AAOfOnSt1+/Kci1J+/30nFAontGjR3+Q2U83D4YZabM+ePZg9ezb0ej3mz5+PiRMnGuT36NED6enpcHJyAgDExcXB2dkZ69evx/vvv48rV64gJycHbm5uYn2vvvoqLly4gN9++w0hISEVapclFzzKybkNd3fjLk83N5//8m+Vuv2BA2/Bzy8ErVoNEdMSEvIM9mnv3iuQyeRYs0YH4KY458LBwQHe3t5IS0sTyy5cuBDXrl3DO++8g6VLlwIAXFxcsGPHDgwePLiiu2lRFT3vRowYgUuXLgEA/vnnH3Ts2BG7d+/GkSNHMGTIEDRp0gQAEBERUSOGYW7evImCAm+j/w+3bxd9bK9bdxFnznSQ2hSA9LlYlvz8DFy5cgTNm/eFo6NbhdpdGbx5lPVhkFBLabVazJo1C7GxsVAqlWjfvj2GDh0Kb29vg3LR0dFGX/ZhYWE4cOAAevbsaZDerFkzREdHY8qU8ndtWhuttgByuYNRukJR1N2v0RSUuO21a8dx4cJeTJq0t8Qy995D+lIvJycnqFQq8bWjoyOaNm2KYcOG4amnnoJOp8O6deswduxYHDx4EJ07dy7PblmNypx3W7duFZ+PHTsW4eHh4uvw8HBxfkdNoVKpIJcbB6zmPBcfdOHCXuh0hWjVqnqGGsj6MUiopRISEhAcHIyAgAAAQL9+/XDgwAGMGjWqzG1btWolmR4UFGTWNlqCQuEEna7QKF2rVQMomp8gRafTIiZmIdq0GSYOTZT+HtJLyxYUFBjMNZg2bRp+/fVXnDlzBnb/jcMOHz4cwcHBmDFjBuLj48uzW1ajMuddMbVajR9//FHystKaxNnZGfn5VXsuPuj333fC2bkOgoJ6mdxeqpk4J6GWSktLEz+oASAgIACpqcaT8kaPHo22bdti1apV1dk8i3F3ry85pJCbe+u/fOnZ14mJ23Hnzt9o334sMjJSxAcAFBbmISMjBYWF+WIdgqBDbu4dgzoKCwvx77//wt/fX3y9YcMGDBgwQAwQAMDe3h79+vXDqVOnUFho/CVizcxx3sXExKBLly7w9PQU044cOYI2bdpg0KBBuHLlSpW0vbr5+flV+bl4v8zMG7h+PR4tWz5ZYk8X1T7sSaASRUVFISAgAFlZWRg0aBCaNWuGAQMGWLpZVcrXNxjXrp1AQUGOweTFGzfOivlSsrJSoddrsHGj8TyBxMTtSEzcjhEjNqBFi35iHWlpiWjatLdY7tSpU9Dr9QgNDQUA/Pvvv9BqtdDpdEZ1ajQa6PV6yTxbV9Z5t23bNowYMUJ83a5dOyQlJcHNzQ27du3CqFGjcPLkSUs03axCQ0Nx+HBslZ6L9zt/fjcAodquaiDbwCChlvL39zf4BZeamirOmi5W/ItPqVRi+PDhOHnyZKWCBFu4A2PLlk/ixIm1OH36G3GdBK1WjXPntiIgoB2UyqJjkpl5AxqNCvXqFQ2xhIQMlvzQ3rp1AoKCeqNdu9Fo0KAdACAwsCucnevg1KmvDYKENWvWwMXFRTzG9evXh6enJ3bt2oW33noLDg5FcyVyc3Pxww8/oHnz5jZ3GWRlzzuVSoWDBw/iiy++EMvfP/t/6NChmDJlCnQ6HeRyeVXuSpUbNmwYVqxYUaXn4v1+/303lMoANGrUySjPkjiZ0bIYJNRSnTp1wvnz55GamgqlUomYmBgsXLhQzNdqtcjMzETdunVRWFiImJgYREREWLDF1aNBg3Zo2XIgDh9ehry8O/DyCkRi4jZkZqZg0KCVYrldu2bg+vU4LF5cdCVCvXpB4of0gzw9Gxr8arO3d0bPnnOxb99r2LZtMgICBuOXX37BN998g3feeQdeXkUrycnlcsyZMwdvvPEGOnfujPHjx0On02HDhg24ceMGvvnmmyo8ElWjsufdvn370L17d7i73/tlfevWLfj4FHW9Hzt2DPXq1bP5AAEomiBc1edisVu3/sStWxfQrds0yGzsLoVUtRgk1FIKhQIrV65Ez549odfrMW/ePHh7e6N///5Yv349lEol+vbtC41GA51Oh4EDB2LYsGEAipYUfvvtt5Geno5mzZphxIgRWLVqFfbt24fJkyfjn3/+QXh4OB577DFst8HF2IcO/QixsQH47bcdUKmK7t0wenQkmjQx35UEnTo9C7ncHidOrMXUqQfQsGFDfPjhh5gxY4ZBuddffx2BgYH46KOPsGTJEqjVarRu3RrR0dF4+umnzdae6lKZ8w4oGmoYPny4QZ3btm3D2rVrYW9vDzc3N2zatKm6d6vKVMe5CBRNWASAVq2GmrVesn0yQRAESzfCVNnZ2VAqlcjKyjJaaKQi9IU6pC0qWuLU/61HYedQ/b9C8nLVyFiaAACo80YnuLpVfF1za1Vlww1CDt5Ex6L3wElA5l7GBtbFkl2n+fl3ELa96FLW+GdibefWu1YgN+tfpIQV3dugYfwxuCm9y9jCdLYwRFcRgi4DOx4umlfy9N9bIZPXMWl7WxtuyNfkI2xz0X1f4kfHw8XexaLtMeU7lFc3EBERkSQONxARWany/GK29d6GOXN84OZh/l4YMg/2JBAREZEkBglEREQkiUECERERSeKcBCIiGyY1b8GW5imsWHELMnnR8uLm3BdbuwLCWrEngYiIiCQxSCAiIiJJDBKIiIhIEoMEIiIiksSJi0QWxrvckbnZ6iJM5myTueqq7f8X2ZNAREREktiT8AChUAe9idvI7O14e1UiIqpxGCQ84ObSeJO3cWjsgXpTWjNQICKiGoVBAop6Ahwae6DwenaFti+8ng1Bo4fMAreYpprpwfHU2j4uSuZX0XPKGucyVKXaPmeIQQIAmUyGelNaQ9CYNtAgFOoq1PNARERkCxgk/Ecmk5ncE2Dq3AUiIiJbwqsbiIiISBKDBCIiIpLE4QaqNrZ+tzpLqu2Tp8h68P9x7cKeBCIiIpLEIIGIiIgkMUggIiIiSZyTQEREVkurVSM2djkSE3egoCALPj4t0KvXPDz88P+ZVE9k5AhcvfoLOnZ8FgMGvGuQl5v7Dw4degd//XUYhYV5qFv3ETz22MsIDh5oUC42dgWOHl2FxYsN63Z0dERBQUFFds/qMUggIiKrtXv3TFy4sBedO0+El9dDOHduK6KixiEiYjsaNw4rVx0XLuxDSsppybyCghxs3DgEubn/oHPniXBzq4c//vgB27e/AJ1Ogx07poplBcEdR48Ca9asgZubm5gul9fc1XYZJBARkVW6ceMszp//Dn36LETXri8CANq0GYbPP++FgweXYuLEH8qsQ6MpwIEDS9Ct21TExi43yj99ehPu3r2G8eO34aGHugEAOnSIwPr1T+LAgbdQWDgJDg4OBtsMGzYMdevWNcMeWj/OSSAiIqt04cIeyGRytG8/Vkyzt3dCu3ajcOPGaWRlpZZZx/Hjn0MQ9Hj00SmS+devx8PFxVsMEADAzs4OwcEDkZt7G0ePHjXaRhAEZGdnQxCECuyVbWGQQEREVik9/Ty8vR+Ck5O7QXpAQOh/+X+Uun1m5g0cO/YpwsNfh729s2QZna4Q9vZORunF5U+fNh6meOihh6BUKuHu7o6xY8fi1q1b5dkdm8ThBqo2XHCl4rhwEtVGOTm34e7uY5Tu5ubzX37pX84HDrwFP78QtGo1pMQy3t4P4+rVX5CZeQOeng3E9OTkopv3pabe662oU6cOpk2bhi5dusDR0RG//PILPvvsMyQkJODUqVPw8PAwZfdsAoMEIiKySlptAeRyB6N0hcIRQNF8g5Jcu3YcFy7sxaRJe0t9j3btRuPUqU3Yvv0F9O27WJy4ePHifgCASqUSy86YMcNg26effhqdOnXCmDFj8Pnnn+PVV18t977ZCg43WLE9e/agWbNmCAoKwvr1643ye/TogebNmyM0NBShoaHiyazX6zF37lw0bdoULVq0wLZt2wAASUlJ6NGjB1q1aoV+/fohKyurWveHiMgUCoUTdLpCo3StVg0AksMEAKDTaRETsxBt2gwThyZK4uvbEk8//Rnu3k3Cxo2D8fHHjyI+fgOeeGIJABhcxSBl9OjR8PX1xaFDh8qxR7aHPQlWSqvVYtasWYiNjYVSqUT79u0xdOhQeHt7G5SLjo5GSEiIQdrGjRuRnZ2Nv/76C4Ig4N9//wUAzJ49Gy+++CJGjBiBqKgovP/++3j3XcPrhYmIrIW7e31kZ6cbpefm3vov33goAgASE7fjzp2/8eST7yMjI8Ugr7AwDxkZKXB19YaDgwsAIDj4STRr9jhu3boAvV4HP79WSEo6AQBo2rRpme1s2LAh7t69a9K+2Qr2JFiphIQEBAcHIyAgAG5ubujXrx8OHDhQrm2/+OILLFy4EAAgk8nES3UuXryIXr16AQB69eqFnTt3Vk3jiYjMwNc3GP/+exUFBTkG6TdunBXzpWRlpUKv12DjxsH46KMw8QEUBRAffRSGv/82vGpBoXBAQEAoGjZsD4XCAVev/gIACA8PL7WNgiAgKSkJ9erVq9A+Wjv2JFiptLQ0BAQEiK8DAgIMJtAUGz16NORyOcaNG4dZs2YBAFJSUrB+/Xr88MMPaNy4MT7//HP4+vqidevW2LlzJ1544QXs3LlTsj6yDpyoSLbE1PM1N9sBO3aVXa5lyydx4sRanD79jbhOglarxrlzWxEQ0A5KZdFnZGbmDWg0KtSrFwQACAkZjJkzHzOqb+jQoejfvz8mTZqEsLAw+PlJt/vy5ctYufIbPPnkkwY9Cf/8849RMLBmzRr8888/eOKJJ8q177aGQYINi4qKQkBAALKysjBo0CA0a9YMAwYMQG5uLurVq4fTp0/jiy++wOzZsxEVFYWVK1fipZdewhdffIEBAwbA1dXV0rtARFSiBg3aoWXLgTh8eBny8u7AyysQiYnbkJmZgkGDVorldu2agevX47B4cRoAoF69IAwZIh0ABAYGYsiQIQZpLVu2xDPPPINGjRrh2rVrWLNmDby8vLB27VqDco0bN8aIESPQqlUrODk54dixY9iyZQtCQ0PxwgsvmHfnrQSDBCvl7+9v8Es/NTUVnTp1MihT3NOgVCoxfPhwnDx5EgMGDEBAQACeeuopAMBTTz2Fjz/+WCz/3XffAQBu3LiB/fv3V8euEBFV2NChHyE2NgC//bYDKlXRvRtGj45EkyadzfYebdq0wZdffolbt26hbt26GD58OJYsWYL69esblBszZgxOnDiBHTt2oKCgAI0bN8a8efPw+uuvw8XFxWztsSYMEqxQfp4GwS3b4Pfff8flv67Cw0OJfXv3YdYr85CXWzSrV6vVIjMzE3Xr1kVhYSH2/LAXo8eMRW6OGuGP98P3e37EmJGjsH//QQQFNUNerhp37tyBt7c3ZDIZFi9+CxHjnxPrqw6CXlMl9cqgg05whA6AA/IhQFbBmgTYo+h4aOAIVLieytPkZFfP+6hyodAVXWKWk58Hjd6xwnUVaIuurnFSSC9aU1mCIECuK4RMZrm/y/1Uufcmqunu3oVWW8GKBAH6/24OZOfkBFjJ/lUlXc5dOBYKUNuXXdbe3gmPP74Ijz++qMQyzz23o1zvW9IKid9++225tv/f//5XrnI1CYMEK6T+8CzUAF5rMwF9O/8f9IKAF8NGwW7N3xi4/Sl88MR8eDi6Ytjml6HRa6HX6xH+yKPocb4BMv9IwBS7Ppj27hKsfv1teDp5YNWABchYmoC9Fw9jxS8bAADhjzyKQd7ByFiaUG37NbGK6hUEAdtyt+KuToAH7gKw/VnG6+amlF3ITCaiaD376IS/Afxdbe9bEcqsv9Hu7CoLhm/S0voNsnQTbM4mAH82ABK71PyljW2ZTLDBxaezs7OhVCqRlZVl0RWu9IU6pC0qukzG/61HYedQ8TuB6fV6HFtyHA9V3w/7GkMrCNibVdGfcWRr/u/nVyDXG187T7apwa+/wN2zZt8sKV+Tj7DNRVdXxI+Oh4u9ZYcmTPkOZU+ClbCzs0O3N7tClV+5LnlBAFQaHQDA2V5u9T2Xy5dXfs1zhaBDHVwDAOTV84dWVtFgzTLDDXPnSl/rXV0EQYBKJqt0N3dVDjcUZuVh29sXAAD++3+Ag9I6Jt0KggAnLSo3BFILhxvycjKQ9sRAAJU8dlTlGCRYETs7O7i6VXxMuFjp64NZF5ldOQYlH6TXQyHoxZf29/WFaWSu0Morflpr4F52ITOzd7f8eu/GC9+aTlmFx059X+zs6l4Hjsrq/zuR+VTivyhVM/6pyLbo9Wjy72XkavVllyUiokphkEAWVZ5FWO6/e6RC0JcYILgp5Lgj4yKiRETmwiCBbFZevUBoZPdO4TsyO8COQQIRkbkwSCCbpZEpKjX/gIiISsefXURERCSJQQIRERFJYl8tWb37Jzeqcwqxfu5lC7am8niHRyKyFexJICIiIkkMEoiIiEgSgwQiIqpWBTqV5HOyPpyTQLWK1HyA+xdrqmxdREQ1SZX0JKSmpmLs2LHw9vaGs7MzWrVqhVOnTon5giBg0aJF8PPzg7OzM8LDw3H5sm1PRiMiovJxkjtLPifrY/YgISMjA127doW9vT1iYmJw4cIFrFy5EnXq1BHLfPDBB/j444+xdu1axMfHw9XVFX379kXBf3dCIyIiIssz+3DD+++/j4YNG+LLL78U0wIDA8XngiBg9erVeOONNzB48GAAQGRkJHx8fLB7926MHDnS3E0iIhuj1+uhycoTXxdm55VSmmyZKjdDfO7iXgd2XFrdqpj9r/H999+jQ4cOeOaZZ1C/fn20bdsW//vf/8T8a9euIT09HeHh4WKaUqlEWFgY4uLiJOtUq9XIzs42eBDZuj179qBZs2YICgrC+vXrjfJ79OiB5s2bIzQ0FKGhoVCpiiZ4zZkzB82aNUOrVq3w/PPPQ6vVitt88803aNGiBYKDgzF79uxq2xdz0uv12DJ5K9YvOCk+IpddsHSzqIrc6T0QKWHdkBLWDYcGhEGv5x1erYnZexKuXr2KNWvWYNasWXjttddw8uRJTJ8+HQ4ODoiIiEB6ejoAwMfHx2A7Hx8fMe9By5Ytw5IlS8zdVKphKjqR0BITELVaLWbNmoXY2FgolUq0b98eQ4cOhbe3t0G56OhohISEGKT17dsX7733HuRyOcaOHYvIyEg8//zzuHTpEj7++GMkJCTA3d0dt2/frs5dMhtNVh4yFD6SeXW06bBXulZziypnz549mD17NvR6PebPn4+JEyca5Pfo0QPp6elwcnICAMTFxcHZ2RkjRozApUuXAAD//PMPOnbsiN27d+PIkSMYMmQImjRpAgCIiIjAK6+8Uq37VFku7nWQEuiGhtdyDdIbXstFfk4G3JTeJWxJ1c3sQYJer0eHDh3w7rvvAgDatm2L8+fPY+3atYiIiKhQnQsWLMCsWbPE19nZ2WjYsKFZ2ktkCQkJCQgODkZAQAAAoF+/fjhw4ABGjRpV5rZ9+vQRn3fo0AGpqakAgPXr12P69Olwd3cHANSvX78KWl69xi9oCQePe0GBvdLVprqjKxMMbt26VXw+duxYg97X8PBwREdHV23jq5CdnR3C98YjP6doqEGVm4E7vQdauFUkxez/2/z8/NCyZUuDtBYtWiA5ORkA4OvrCwC4deuWQZlbt26JeQ9ydHSEh4eHwYPIlqWlpYkBAgAEBASIX/b3Gz16NNq2bYtVq1YZ5Wm1WmzevBmPP/44AODy5cv4/fff0aVLFzz22GOIj4+vuh2oJg4ernCs4y4+bClAAAyDQTc3NzEYNIVarcaPP/6IIUOGVE0jLcTOzg5uSm+4Kb3h7Fan7A3IIsz+P65r165iF1mxv/76C40bNwZQNInR19cXhw8fFvOzs7MRHx+PLl26mLs5RDYrKioKv/32G44cOYLvvvsOe/fuNcifO3cuOnfujLCwMABFQcP169dx7NgxfP755xg9ejQEQbBE0+k/5ggGY2Ji0KVLF3h6eoppR44cQZs2bTBo0CBcuXKlStpOBFRBkPDKK6/g119/xbvvvosrV65g8+bNWLduHaZOnQoAkMlkmDlzJpYuXYrvv/8ev//+O8aPHw9/f/8aFykTlcTf39/gyyI1NRX+/v4GZYq/XJRKJYYPH46TJ0+KeZ9//jkuXryIDz/80KD84MGDIZfL0apVKzg5OeHOnTtVvCdUWWUFg9u2bcOIESPE1+3atUNSUhISExPx3HPPlWuIiqiizB4kdOzYEbt27cK3336LkJAQvP3221i9ejXGjBkjlpk3bx5efvllTJ48GR07dkRubi72798vTtwhKo85c33w5pt+4sOWdOrUCefPn0dqaipyc3MRExODvn37ivlarVb8gi8sLERMTAyCg4MBAHv37sX69euxbds2KBT3phUNGjQIR44cAQBcv34dubm5RmPfVL0qGwyqVCocPHgQgwYNEtM8PDzg5uYGABg6dCiSk5Oh0+mqcjeoFquSAb4nn3wSv//+OwoKCnDx4kVMmjTJIF8mk+Gtt95Ceno6CgoKcOjQITRt2rQqmkJklRQKBVauXImePXsiNDQUs2fPhre3N/r374+0tDSo1Wr07dsXrVu3Rtu2bRESEoJhw4YBAGbMmIF///0X3bt3R2hoKN555x0AQP/+/eHg4IDg4GAMGTIE69evt7kx/JqmMsEgAOzbtw/du3cXJ6MChvO5jh07hnr16kEul1fD3lBtxHs3VIZQwnOichg0aJDBL0Sg6Euh2OnTpyW3K2kMWiaT4ZNPPjFfA6nS7g8G9Xo95s2bJwaD69evh1KpRN++faHRaKDT6TBw4EAxGASKhhqGDx9uUOe2bduwdu1a2Nvbw83NDZs2baru3aJahEFCJQganeFzR0bzRGSoosEgYHgZZLGXX34ZL7/8svkaSFQK9kUSERGRJAYJlSCzl0s+JyIiqgkYJFSGrITnRERENQCDBCIiIpLEIIGIiIgkMUggIiIiSQwSiIiISBLXSTAToVAHvaUbYQYyezvIZJyFSUREDBLM5uZS278tLwA4NPZAvSmtGSgQERGHGypDZm8Hh8Yelm6GWRVez4agqQl9IkREVFnsSagEmUyGelNa14gvVaFQV2N6Q4iIyDwYJFSSTCaDzMH2V1u0/TCHiIjMjcMNREREJIlBAhEREUlikEBERESSGCQQERGRJAYJREREJIlBAhEREUlikEBERESSGCQQERGRJAYJREREJIkrLpIRa76jpVCoE59rCnWwU+tKKV17CIIAbWHRX03hYNt38tQU3jv79AUq6POreUVTQYC+oAAAYOfkBNjwsbQVgkolPi/QqWCnybdga8xPpVWVXchKMUggI9Z8DwetIIjPv349zoItoerwd+8+kOsLLd0MqkZP7HgCagcGZtaCww0EwHbuaCkH4CXnB0htoMz6G3YMEGqVPxsAantLt6LqtK3fFs4KZ0s3wyQyQbjvp5mNyM7OhlKpRFZWFjw8rP+LzVYIgmATd7QUBAE6ATbdpW5uNWm4ASjaH7lObZn94HCDRQiCgAL7mv3/2lnhbBX7Z8p3KIcbSGRLd7S0jVZWLwcnS7fA3Cz38WTn6mqx967NeNStD4cbiIiISBKDBCIiIpLEIIGIiIgkMUggIiIiSQwSiIiISBKDBCIiIpLEIIGIiIgkMUggIiIiSQwSiIiISBKDBCIiIpLEIIGIiIgkMUggIiIiSQwSiIiISBKDBCIiIpLEIIGIiIgkMUggIiIiSQwSiIiISJLC0g2oCEEQAADZ2dkWbgkREZFtKf7uLP4uLY1NBgk5OTkAgIYNG1q4JURERLYpJycHSqWy1DIyoTyhhJXR6/VIS0uDu7s7ZDKZRduSnZ2Nhg0bIiUlBR4eHhZtS23BY179eMyrH4959astx1wQBOTk5MDf3x92dqXPOrDJngQ7Ozs0aNDA0s0w4OHhUaNPKmvEY179eMyrH4959asNx7ysHoRinLhIREREkhgkEBERkSQGCZXk6OiIN998E46OjpZuSq3BY179eMyrH4959eMxN2aTExeJiIio6rEngYiIiCQxSCAiIiJJDBKIiIhIEoMEIiIiksQggYiIiCQxSKikzz77DE2aNIGTkxPCwsKQkJBg6SbVCMuWLUPHjh3h7u6O+vXrY8iQIbh06ZJBmYKCAkydOhXe3t5wc3PD008/jVu3blmoxTXPe++9B5lMhpkzZ4ppPObml5qairFjx8Lb2xvOzs5o1aoVTp06JeYLgoBFixbBz88Pzs7OCA8Px+XLly3YYtum0+mwcOFCBAYGwtnZGQ8//DDefvttg5sd8ZjfR6AK27Jli+Dg4CBs3LhR+OOPP4RJkyYJnp6ewq1btyzdNJvXt29f4csvvxTOnz8vnDt3Tujfv7/QqFEjITc3VywzZcoUoWHDhsLhw4eFU6dOCZ07dxYeffRRC7a65khISBCaNGkitG7dWpgxY4aYzmNuXnfv3hUaN24sPPvss0J8fLxw9epV4ccffxSuXLkilnnvvfcEpVIp7N69W0hMTBQGDRokBAYGCiqVyoItt13vvPOO4O3tLezZs0e4du2asH37dsHNzU346KOPxDI85vcwSKiETp06CVOnThVf63Q6wd/fX1i2bJkFW1Uz3b59WwAgHD16VBAEQcjMzBTs7e2F7du3i2UuXrwoABDi4uIs1cwaIScnRwgKChIOHjwo/N///Z8YJPCYm9/8+fOFbt26lZiv1+sFX19fYfny5WJaZmam4OjoKHz77bfV0cQaZ8CAAcLzzz9vkPbUU08JY8aMEQSBx/xBHG6ooMLCQpw+fRrh4eFimp2dHcLDwxEXF2fBltVMWVlZAAAvLy8AwOnTp6HRaAyOf/PmzdGoUSMe/0qaOnUqBgwYYHBsAR7zqvD999+jQ4cOeOaZZ1C/fn20bdsW//vf/8T8a9euIT093eCYK5VKhIWF8ZhX0KOPPorDhw/jr7/+AgAkJibi2LFj6NevHwAe8wfZ5F0grcGdO3eg0+ng4+NjkO7j44M///zTQq2qmfR6PWbOnImuXbsiJCQEAJCeng4HBwd4enoalPXx8UF6eroFWlkzbNmyBWfOnMHJkyeN8njMze/q1atYs2YNZs2ahddeew0nT57E9OnT4eDggIiICPG4Sn3O8JhXzKuvvors7Gw0b94ccrkcOp0O77zzDsaMGQMAPOYPYJBAVm/q1Kk4f/48jh07Zumm1GgpKSmYMWMGDh48CCcnJ0s3p1bQ6/Xo0KED3n33XQBA27Ztcf78eaxduxYREREWbl3NtG3bNkRFRWHz5s0IDg7GuXPnMHPmTPj7+/OYS+BwQwXVrVsXcrncaGb3rVu34Ovra6FW1TzTpk3Dnj17EBsbiwYNGojpvr6+KCwsRGZmpkF5Hv+KO336NG7fvo127dpBoVBAoVDg6NGj+Pjjj6FQKODj48NjbmZ+fn5o2bKlQVqLFi2QnJwMAOJx5eeM+cydOxevvvoqRo4ciVatWmHcuHF45ZVXsGzZMgA85g9ikFBBDg4OaN++PQ4fPiym6fV6HD58GF26dLFgy2oGQRAwbdo07Nq1Cz/99BMCAwMN8tu3bw97e3uD43/p0iUkJyfz+FdQ79698fvvv+PcuXPio0OHDhgzZoz4nMfcvLp27Wp0ae9ff/2Fxo0bAwACAwPh6+trcMyzs7MRHx/PY15B+fn5sLMz/OqTy+XQ6/UAeMyNWHrmpC3bsmWL4OjoKHz11VfChQsXhMmTJwuenp5Cenq6pZtm81588UVBqVQKR44cEW7evCk+8vPzxTJTpkwRGjVqJPz000/CqVOnhC5dughdunSxYKtrnvuvbhAEHnNzS0hIEBQKhfDOO+8Ily9fFqKiogQXFxfhm2++Ecu89957gqenp/Ddd98Jv/32mzB48OBaezmeOURERAgBAQHiJZA7d+4U6tatK8ybN08sw2N+D4OESvrkk0+ERo0aCQ4ODkKnTp2EX3/91dJNqhEASD6+/PJLsYxKpRJeeukloU6dOoKLi4swdOhQ4ebNm5ZrdA30YJDAY25+P/zwgxASEiI4OjoKzZs3F9atW2eQr9frhYULFwo+Pj6Co6Oj0Lt3b+HSpUsWaq3ty87OFmbMmCE0atRIcHJyEh566CHh9ddfF9RqtViGx/wemSDct8wUERER0X84J4GIiIgkMUggIiIiSQwSiIiISBKDBCIiIpLEIIGIiIgkMUggIiIiSQwSiIiISBKDBCIiIpLEIIGIiIgkMUggIiIiSQwSiIiISNL/Aw4mXIXAQ51hAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "oldBlueAreas = blueAreas\n",
    "for i,geo in enumerate(oldBlueAreas.geoms):\n",
    "    if i==0:\n",
    "        blueAreas = translate(geo,xoff=-2,yoff=0)\n",
    "    else:\n",
    "        #if i==7:\n",
    "        #    geo = translate(geo,xoff=7,yoff=-49)\n",
    "        blueAreas = blueAreas.union(geo)\n",
    "rLean2 = [0.]*nDistricts  #NOTE - THE BELOW ONLY WORKS BECAUSE WE HAVE NO BLUE IN TRANSLATED AREAS\n",
    "rLean2B = [0.]*nDistricts\n",
    "for i, geo in enumerate(blueAreas.geoms):\n",
    "    fillPlotColor(blueAreas,[0.5,0.5,0.9])\n",
    "    plotCenter(i,geo,7)\n",
    "for polly in dPolyList[1]:\n",
    "    plotPoly(polly)\n",
    "for dNo,polly in enumerate(dPolyList[1]):\n",
    "    demPct = polly.intersection(blueAreas).area / polly.area\n",
    "    rLean2[dNo] = (0.5 - blueshift)*demPct + (0.5 + redshift) * (1.-demPct)\n",
    "    FS = 7\n",
    "    if rLean2[dNo] < 0.5:\n",
    "        FS=12\n",
    "    plotCenter(r3(rLean2[dNo]),polly,FS)\n",
    "plt.show()\n",
    "for i, geo in enumerate(blueAreas.geoms):\n",
    "    fillPlotColor(blueAreas,[0.5,0.5,0.9])\n",
    "for polly in dPolyList[2]:\n",
    "    plotPoly(polly)\n",
    "for dNo,polly in enumerate(dPolyList[2]):\n",
    "    demPct = polly.intersection(blueAreas).area / polly.area    \n",
    "    rLean2B[dNo] = (0.5 - blueshift)*demPct + (0.5 + redshift) * (1.-demPct)    \n",
    "    FS = 7\n",
    "    if rLean2B[dNo] < 0.5:\n",
    "        FS=12\n",
    "    plotCenter(r3(rLean2B[dNo]),polly,FS)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "id": "f42fa215-ba27-4113-9c15-4e6c85aac881",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "oldBlueAreas = blueAreas\n",
    "for i,geo in enumerate(oldBlueAreas.geoms):\n",
    "    if i==0:\n",
    "        blueAreas = geo #translate(geo,xoff=-2,yoff=0)\n",
    "    else:\n",
    "        if i==2:\n",
    "            geo = translate(geo,xoff=-1,yoff=-2)\n",
    "        blueAreas = blueAreas.union(geo)\n",
    "rLean2 = [0.]*nDistricts  #NOTE - THE BELOW ONLY WORKS BECAUSE WE HAVE NO BLUE IN TRANSLATED AREAS\n",
    "rLean2B = [0.]*nDistricts\n",
    "for i, geo in enumerate(blueAreas.geoms):\n",
    "    fillPlotColor(blueAreas,[0.5,0.5,0.9])\n",
    "    plotCenter(i,geo,7)\n",
    "for polly in dPolyList[1]:\n",
    "    plotPoly(polly)\n",
    "for dNo,polly in enumerate(dPolyList[1]):\n",
    "    demPct = polly.intersection(blueAreas).area / polly.area\n",
    "    rLean2[dNo] = (0.5 - blueshift)*demPct + (0.5 + redshift) * (1.-demPct)\n",
    "    FS = 7\n",
    "    if rLean2[dNo] < 0.5:\n",
    "        FS=12\n",
    "    plotCenter(r3(rLean2[dNo]),polly,FS)\n",
    "plt.show()\n",
    "for i, geo in enumerate(blueAreas.geoms):\n",
    "    fillPlotColor(blueAreas,[0.5,0.5,0.9])\n",
    "for polly in dPolyList[2]:\n",
    "    plotPoly(polly)\n",
    "for dNo,polly in enumerate(dPolyList[2]):\n",
    "    demPct = polly.intersection(blueAreas).area / polly.area    \n",
    "    rLean2B[dNo] = (0.5 - blueshift)*demPct + (0.5 + redshift) * (1.-demPct)    \n",
    "    FS = 7\n",
    "    if rLean2B[dNo] < 0.5:\n",
    "        FS=12\n",
    "    plotCenter(r3(rLean2B[dNo]),polly,FS)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "id": "67d9e227-5e35-4cf0-afc1-f6adb935fc8a",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for i,geo in enumerate(dPolyList[1]):\n",
    "    plotPoly(geo)\n",
    "    plotCenter(i,geo)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "id": "e0b0b06d-28bf-4855-8500-d5b1c2e7e7f3",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plotBox = Polygon([Point(-10,45), Point(95,45), Point(95,150), Point(-10,150)])\n",
    "cSize = 0.8\n",
    "mapPoly = dPolyList[1][0]\n",
    "for polly in dPolyList[1]:\n",
    "    mapPoly = mapPoly.union(polly)\n",
    "pointB = dPolyList[1][1].centroid\n",
    "pointA = dPolyList[2][1].centroid\n",
    "pointC = dPolyList[1][10].centroid\n",
    "rLean2 = [0.]*nDistricts  #NOTE - THE BELOW ONLY WORKS BECAUSE WE HAVE NO BLUE IN TRANSLATED AREAS\n",
    "rLean2B = [0.]*nDistricts\n",
    "for i, geo in enumerate(blueAreas.geoms):\n",
    "    fillPlotColor(blueAreas,[0.4,0.4,0.9])  #0.5,0.5,0.9\n",
    "for polly in dPolyList[1]:\n",
    "    plotPolyColorWidth(polly,\"black\",1)\n",
    "for dNo,polly in enumerate(dPolyList[1]):\n",
    "    demPct = polly.intersection(blueAreas).area / polly.area\n",
    "    rLean2[dNo] = (0.5 - blueshift)*demPct + (0.5 + redshift) * (1.-demPct)\n",
    "fillPlotColor(pointA.buffer(cSize),\"white\")  #orange\n",
    "fillPlotColor(pointB.buffer(cSize),\"green\")\n",
    "fillPlotColor(pointC.buffer(cSize),\"black\")\n",
    "plotPoly(plotBox)\n",
    "plotPolyColorWidth(mapPoly,\"green\",1.7)\n",
    "plt.show()\n",
    "for i, geo in enumerate(blueAreas.geoms):\n",
    "    fillPlotColor(blueAreas,[0.4,0.4,0.9])  #0.5,0.5,0.9\n",
    "for polly in dPolyList[2]:\n",
    "    plotPolyColorWidth(polly,\"black\",1)\n",
    "for dNo,polly in enumerate(dPolyList[2]):\n",
    "    demPct = polly.intersection(blueAreas).area / polly.area    \n",
    "    rLean2B[dNo] = (0.5 - blueshift)*demPct + (0.5 + redshift) * (1.-demPct)\n",
    "fillPlotColor(pointA.buffer(cSize),\"white\")  #orange\n",
    "fillPlotColor(pointB.buffer(cSize),\"green\")\n",
    "fillPlotColor(pointC.buffer(cSize),\"black\")\n",
    "plotPoly(plotBox)\n",
    "plotPolyColorWidth(mapPoly,\"green\",1.7)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "id": "a0ec68c3-27ca-4128-97e6-28dbe5d79526",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "this is an alternate method of generating each pixel's lean.  Random + distance from city\n",
      "The statewide vote is 0.4970905213153537\n",
      "this map has 10.0 Dem-leaning districts out of 25\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "this map has 13.0 Dem-leaning districts out of 25\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "print(\"this is an alternate method of generating each pixel's lean.  Random + distance from city\")\n",
    "pGOP = list()\n",
    "pPoly = list()\n",
    "wobble = 0.03\n",
    "corrL = 2.2\n",
    "suburbanShift = 0.1\n",
    "edgeCityShift = 0.25\n",
    "edgeCorrL = 1.\n",
    "redBkg = 0.585\n",
    "cityBluuu = 0.17\n",
    "rLean2, rLean2B = [0. for d in range(nDistricts)], [0. for d in range(nDistricts)]\n",
    "for xx in range(-3,91,1):\n",
    "    x = xx - 0.5\n",
    "    for yy in range(43, 146, 1):\n",
    "        y = yy - 0.5\n",
    "        if mapPoly.contains(Point(x,y)):\n",
    "            newPoly = Polygon([Point(x-0.5,y-0.5),Point(x+0.5,y-0.5),Point(x+0.5,y+0.5),Point(x-0.5, y+0.5) ])\n",
    "            pPoly.append(newPoly )\n",
    "            edgeDist = Point(x,y).distance(blueAreas)\n",
    "            if edgeDist > 0:\n",
    "                newLean = redBkg - suburbanShift * math.exp(-1.*edgeDist/corrL) + random.normal(0,wobble)\n",
    "                pGOP.append(newLean)\n",
    "            else:\n",
    "                edgeDist = np.min([Point(x,y).distance(city.exterior) for city in blueAreas.geoms])\n",
    "                newLean = cityBluuu + edgeCityShift* math.exp(-1.*edgeDist/edgeCorrL) + random.normal(0,wobble)\n",
    "                pGOP.append(newLean)\n",
    "            fillPlotLean2(newPoly,newLean)\n",
    "            for dNo,polly in enumerate(dPolyList[1]):\n",
    "                if polly.contains(Point(x,y)):\n",
    "                    rLean2[dNo] += newLean/289.\n",
    "            for dNo,polly in enumerate(dPolyList[2]):\n",
    "                if polly.contains(Point(x,y)):\n",
    "                    rLean2B[dNo] += newLean/289.\n",
    "nDemDistricts = 0.\n",
    "for dNo, polly in enumerate(dPolyList[1]):\n",
    "    plotPolyColorWidth(polly,\"black\",1)\n",
    "    if rLean2[dNo] < 0.5:\n",
    "        nDemDistricts +=1\n",
    "print(\"The statewide vote is\",np.sum(pGOP)/len(pGOP))\n",
    "print(\"this map has\",nDemDistricts,\"Dem-leaning districts out of\",nDistricts)\n",
    "plt.show()\n",
    "\n",
    "nDemDistricts = 0.\n",
    "for p in range(len(pGOP)):\n",
    "    fillPlotLean2(pPoly[p], pGOP[p])\n",
    "for dNo, polly in enumerate(dPolyList[2]):\n",
    "    plotPolyColorWidth(polly,\"black\",1)\n",
    "    if rLean2B[dNo] < 0.5:\n",
    "        nDemDistricts +=1\n",
    "print(\"this map has\",nDemDistricts,\"Dem-leaning districts out of\",nDistricts)\n",
    "plt.show()                                  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "id": "caf27ecf-cefe-4a63-a24c-c4b2ddf0dc7a",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for d,geo in enumerate(dPolyList[1]):\n",
    "    plotPoly(geo)\n",
    "    plotCenter(r3(rLean2[d]),geo)\n",
    "plt.show()\n",
    "for d,geo in enumerate(dPolyList[2]):\n",
    "    plotPoly(geo)\n",
    "    plotCenter(r3(rLean2B[d]),geo)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "id": "e9feac7f-dac9-4417-ae62-e7f40912e13b",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "And now, the final figure plot\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "print(\"And now, the final figure plot\")\n",
    "yS = -7\n",
    "COLORS = [\"orange\",[0.5,1.0,0.5],\"black\"]\n",
    "PTS = [pointA, pointB, pointC]\n",
    "LABEL = [\"A\", \"B\", \"C\"]\n",
    "plotBox = Polygon([Point(-10,45), Point(95,45), Point(95,150), Point(-10,150)])\n",
    "pointB = dPolyList[1][1].centroid\n",
    "pointA = dPolyList[2][1].centroid\n",
    "pointC = dPolyList[1][10].centroid\n",
    "for p, geo in enumerate(pPoly):\n",
    "    fillPlotLean2(geo,pGOP[p])\n",
    "for polly in dPolyList[1]:\n",
    "    plotPolyColorWidth(polly,\"black\",1)\n",
    "for i,PT in enumerate(PTS):\n",
    "    fillPlotColor(PT.buffer(1.),COLORS[i])\n",
    "    plt.text(PT.x,PT.y+yS,LABEL[i],color=COLORS[i],fontsize=16,ha='center')\n",
    "plotPoly(plotBox)\n",
    "plotPolyColorWidth(mapPoly,\"green\",1.7)\n",
    "plt.show()\n",
    "\n",
    "for p, geo in enumerate(pPoly):\n",
    "    fillPlotLean2(geo,pGOP[p])\n",
    "for polly in dPolyList[2]:\n",
    "    plotPolyColorWidth(polly,\"black\",1)\n",
    "for i,PT in enumerate(PTS):\n",
    "    fillPlotColor(PT.buffer(1.),COLORS[i])\n",
    "    plt.text(PT.x,PT.y+yS,LABEL[i],color=COLORS[i],fontsize=16,ha='center')\n",
    "plotPoly(plotBox)\n",
    "plotPolyColorWidth(mapPoly,\"green\",1.7)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "1d0a2cb0-63ec-4cf1-b990-794974330a2e",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.5012039319979239 0.20913494809688582 stateGOP, stateFrac blueArea\n"
     ]
    }
   ],
   "source": [
    "print(np.sum(pixelGOP)/nPixels, blueAreas.area/7225,\"stateGOP, stateFrac blueArea\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "id": "ec795fbb-3583-408b-927a-a0b752e9c463",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "bluePoly = list()\n",
    "for polly in blueAreas.geoms:\n",
    "    bluePoly.append(polly)\n",
    "for polly in bluePoly:\n",
    "    plotPoly(polly)\n",
    "for polly in dPolyList[2]:\n",
    "    plotPoly(polly)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "id": "6b134bc6-7ba0-4ade-b90e-a0337eff39c3",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "let's move the blues closer to the center\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "print(\"let's move the blues closer to the center\")\n",
    "newPixelGOP4 = pixelGOP4.copy()\n",
    "for p in range(nPixels*4):\n",
    "    if pixelX4[p] > 95 and pixelX4[p]< 115 and pixelY4[p] < 24:\n",
    "        if pixelY4[p] >= 8:\n",
    "            newPixelGOP4[p] = pixelGOP4[p - 8*85]\n",
    "        else:\n",
    "            newPixelGOP4[p] = pixelGOP4[p + 16*85]\n",
    "    if pixelX4[p] >= 56 and pixelX4[p]< 76 and pixelY4[p] < 30:\n",
    "        if pixelY4[p] >= 5:\n",
    "            newPixelGOP4[p] = pixelGOP4[p - 5*85]\n",
    "        else:\n",
    "            newPixelGOP4[p] = pixelGOP4[p + 27*85]\n",
    "newPixelGOP3 = newPixelGOP4.copy()\n",
    "for p in range(nPixels*4):\n",
    "    if pixelX4[p] >= 56 and pixelX4[p]< 82 and pixelY4[p] < 32 :\n",
    "        if pixelX4[p] >= 63:\n",
    "            newPixelGOP4[p] = newPixelGOP3[p - 7]\n",
    "        else:\n",
    "            newPixelGOP4[p] = newPixelGOP3[p + 26]\n",
    "for p in range(4*nPixels):\n",
    "    if pixelX4[p] >= leftX and pixelX4[p] < leftX + WIDTH:\n",
    "        if pixelY4[p] >= bottomY and pixelY4[p] < bottomY + WIDTH:\n",
    "            redd = min(max( redMin,redMin + redSlope*(newPixelGOP4[p] -red1) ),redMax ) \n",
    "            bluu = min(max( blueMin, blueMin + blueSlope*(blue1-newPixelGOP4[p]) ),blueMax) \n",
    "            gren = min(greenMax,max(greenInt,greenInt + greenSlope*(1-abs(newPixelGOP4[p]-greenCtr) )))\n",
    "            fillPlotColor(pixelPoly4[p],[redd,gren, bluu]) \n",
    "xS, yS = 9, 9\n",
    "xOff = leftX+xS\n",
    "yOff = bottomY+yS\n",
    "dLength = 17\n",
    "dPoly = list()\n",
    "for i in range(4):\n",
    "    for j in range(4):\n",
    "        pt0 = Point(xOff+dLength*i,yOff+dLength*j)\n",
    "        pt1 = translate(pt0,xoff=dLength,yoff=0)\n",
    "        pt2 = translate(pt0,xoff=dLength,yoff=dLength)\n",
    "        pt3 = translate(pt0,xoff=0,yoff=dLength)\n",
    "        newPoly = Polygon([pt0,pt1,pt2,pt3])\n",
    "        dPoly.append(newPoly )\n",
    "        plotPoly(newPoly)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "id": "5f171df2-b33c-4813-a264-196d30a01127",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "print(\"demo-ing some independent translation\")\n",
    "for p in range(4*nPixels):\n",
    "    if pixelX4[p] >= leftX and pixelX4[p] < leftX + WIDTH:\n",
    "        if pixelY4[p] >= bottomY and pixelY4[p] < bottomY + WIDTH:\n",
    "            redd = min(max( redMin,redMin + redSlope*(newPixelGOP4[p] -red1) ),redMax ) \n",
    "            bluu = min(max( blueMin, blueMin + blueSlope*(blue1-newPixelGOP4[p]) ),blueMax) \n",
    "            gren = min(greenMax,max(greenInt,greenInt + greenSlope*(1-abs(newPixelGOP4[p]-greenCtr) )))\n",
    "            fillPlotColor(pixelPoly4[p],[redd,gren, bluu]) \n",
    "xS, yS = 4, 4\n",
    "x0 = [leftX + xS + i%4 * dLength for i in range(16)]\n",
    "for i in range(4,8):\n",
    "    x0[i] +=3\n",
    "for i in range(8,12):\n",
    "    x0[i] -= 2\n",
    "y0 = [bottomY+yS + int(j/4) * dLength for j in range(16)]\n",
    "dPoly = list()\n",
    "for ij in range(16):\n",
    "        pt0 = Point(x0[ij], y0[ij])\n",
    "        pt1 = translate(pt0,xoff=dLength,yoff=0)\n",
    "        pt2 = translate(pt0,xoff=dLength,yoff=dLength)\n",
    "        pt3 = translate(pt0,xoff=0,yoff=dLength)\n",
    "        newPoly = Polygon([pt0,pt1,pt2,pt3])\n",
    "        dPoly.append(newPoly )\n",
    "        plotPoly(newPoly)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "57ab956e-41e6-4cdd-b11b-0b6e24c06d29",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "id": "9da7468e-a8a8-48e6-a05e-922ae52723d7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#BELOW - A PREVIOUS ATTEMPT\n",
    "nPixels = len(pixelGOP)\n",
    "offset = 0.5\n",
    "gridL = 85\n",
    "fig, ax = plt.subplots()\n",
    "plt.rcParams[\"figure.figsize\"] = (6,6)\n",
    "x2 = [0.]*4\n",
    "x3 = [0.]*4\n",
    "x4 = [0.]*4\n",
    "y2 = [0.]*4\n",
    "y3 = [0.]*4\n",
    "y4 = [0.]*4\n",
    "for p in range(int(nPixels/1)):\n",
    "    redd = min(max( 0.2, ( pixelGOP[p] - 0.46) * 6.0 ),1)\n",
    "    bluu = min(max( 0.2, (0.50 - pixelGOP[p]) * 2.0 ),1)\n",
    "    yell = 0.1 + 0.1*pixelGOP[p]\n",
    "    x = [pixelY[p]-offset,pixelY[p]+offset,pixelY[p]+offset,pixelY[p]-offset]\n",
    "    y = [pixelX[p]-offset,pixelX[p]-offset,pixelX[p]+offset,pixelX[p]+offset]\n",
    "    for d in range(4):\n",
    "        x2[d] = x[d]\n",
    "        y2[d] = y[d]+gridL\n",
    "        x3[d] = x[d]+gridL\n",
    "        y3[d] = y[d]\n",
    "        x4[d] = x[d]+gridL\n",
    "        y4[d] = y[d]+gridL\n",
    "    if p%1 == 0:\n",
    "        plt.fill(x,y,facecolor=(redd, yell,bluu ) )\n",
    "        plt.fill(x2,y2,facecolor=(redd, yell,bluu ) )\n",
    "        plt.fill(x3,y3,facecolor=(redd, 0,bluu ) )\n",
    "        plt.fill(x4,y4,facecolor=(redd, 0,bluu ) )\n",
    "nVerticalLines = 10\n",
    "nHorizontalLines = 10\n",
    "xOff = 2\n",
    "yOff = 13\n",
    "dLength = 17\n",
    "for l in range(nVerticalLines):\n",
    "    x = [l*dLength+xOff, l*dLength+xOff]\n",
    "    y = [0, 2*gridL]\n",
    "    plt.plot(x,y,linestyle=\"-\",lw = \"0.8\",color =\"w\")\n",
    "for L in range(nHorizontalLines):\n",
    "    x = [0, 2*gridL]\n",
    "    y = [L*dLength+yOff, L*dLength+yOff]\n",
    "    plt.plot(x,y,linestyle=\"-\",lw = \"0.8\",color =\"w\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "46dd7a67-fcd4-4b73-be1c-e97d4360a151",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.5 84.5 0.5 84.5\n"
     ]
    }
   ],
   "source": [
    "plt.scatter(pixelX,pixelY,marker=\".\")\n",
    "plt.show()\n",
    "print(np.min(pixelX),np.max(pixelX),np.min(pixelY), np.max(pixelY))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "d7f3dfbf-ca9b-4522-a395-6aa159a181f2",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "actual total map population = 7225 vs 7225.0 anticipated from input parameters\n",
      "statewide avg vote is 0.5012 vs. inputted  0.5\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#converting the pixel data back into 2D array ...\n",
    "nPixels = len(pixelGOP)\n",
    "maxX = 85\n",
    "maxY = 85  #85 x 85 pixel map\n",
    "localPop = [[0.]*maxY for x in range(maxX) ] #2D array of each pixel's population\n",
    "localGOP = [[0.]*maxY for x in range(maxX) ] #2D array of each pixel's two-party vote share\n",
    "for p in range(nPixels):\n",
    "    localPop[int(pixelX[p])][int(pixelY[p])] = pixelPop[p]\n",
    "    localGOP[int(pixelX[p])][int(pixelY[p])] = pixelGOP[p]\n",
    "totalPop = np.sum(localPop)        \n",
    "\n",
    "print(\"actual total map population = {0} vs {1} anticipated from input parameters\".format(totalPop,\n",
    "                                                                                          predictedStatePop) )\n",
    "stateGOP2 = np.average(localGOP)\n",
    "print(\"statewide avg vote is\",round(stateGOP2,4),\"vs. inputted \",stateGOP)\n",
    "plt.pcolormesh(localGOP)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "9600f25c-3ddf-4923-a2fd-42b63f9bc3ca",
   "metadata": {},
   "outputs": [],
   "source": [
    "#from grid-redblue -- simpler votes-to-seats for all possible \"wallpaper pattern\" square districting\n",
    "# ** MULTI-GRID STATS (all possible x and y shifts) and plots\n",
    "totalPrecincts = nPixels\n",
    "nDistricts = 25   #for now\n",
    "district25Area = totalPrecincts / nDistricts\n",
    "districtL25 = int( round(district25Area ** 0.5,1) )  #districtL100*2    #pixel length of each district for 25-district map\n",
    "nGrids = int(districtL25*districtL25)   #number of possible 25-district maps on our square grid\n",
    "multi25GOP = [[0.]* nDistricts for xy in range(nGrids) ]  #pctGOP by district for a given map\n",
    "sorter = [0.]*nDistricts    #we'll use this to pivot to sorted vote totals by district\n",
    "\n",
    "for nG in range(nGrids): #loop over possible maps\n",
    "    # print(\"calculating grid no {0} out of {1} total\".format(nG,nGrids) )  #only if slow\n",
    "    dx = nG % int(districtL25)\n",
    "    dy = int(nG/ int(districtL25) )\n",
    "    for x in range(maxX) :\n",
    "        for y in range(maxY) :\n",
    "            shiftedX = int((x+dx) % maxX)  #shifting the grid, enforcing periodic b.c.'s\n",
    "            shiftedY = int((y+dy) % maxY)\n",
    "            districtNo = int(5*int(shiftedX/districtL25)+int(shiftedY/districtL25) )\n",
    "            # print(nG,dx,dy,x,y,districtNo)\n",
    "            multi25GOP[nG][districtNo] += localGOP[x][y] / district25Area #don't use shifted here (?)\n",
    "    for nD in range(nDistricts) :  #seed the sorter\n",
    "        sorter[nD] = multi25GOP[nG][nD]\n",
    "    sorter.sort()\n",
    "    for nD in range(nDistricts) :  #apply the sort (seats by increasing vote)\n",
    "        multi25GOP[nG][nD] = sorter[nD]\n",
    "    \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "5ee704c9-64ab-448d-ac1b-9d62867ae38d",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "289 25 7225 7225\n"
     ]
    }
   ],
   "source": [
    "print(nGrids,nDistricts,nGrids*nDistricts,nPixels)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "0552a7e5-c91b-4aeb-a6af-3bd815ae48ef",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<function matplotlib.pyplot.show(close=None, block=None)>"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 25-district seats(votes) stats, Home District votes-to-seats, and printing ...\n",
    "mean25 = np.mean(multi25GOP,axis=0)  #for row   use 1 for column\n",
    "maxGOP = 0.\n",
    "minGOP = 1.\n",
    "middleSeat = int(nDistricts/2)\n",
    "for plan in range (int(district25Area)):  #crude way of finding most- and least-GOP-favorable plans\n",
    "    mid = multi25GOP[plan][middleSeat]\n",
    "    if mid > maxGOP:\n",
    "        maxGOP = mid\n",
    "        maxGOPplanNo = plan\n",
    "    if mid < minGOP:\n",
    "        minGOP = mid\n",
    "        minGOPplanNo = plan\n",
    "\n",
    "maxGOPplan = [0.] * nDistricts\n",
    "minGOPplan = [0.] * nDistricts\n",
    "for nD in range(nDistricts):\n",
    "    maxGOPplan[nD] = multi25GOP[maxGOPplanNo][nD]\n",
    "    minGOPplan[nD] = multi25GOP[minGOPplanNo][nD]\n",
    "    \n",
    "max25 = np.max(multi25GOP,axis=0)\n",
    "min25 = np.min(multi25GOP,axis=0)\n",
    "std25 = np.std(multi25GOP,axis=0)\n",
    "\n",
    "# now create a sorted list of Home District leans (from an HD centered on each pixel)\n",
    "HDvGOP = [0.]* nPixels\n",
    "seatNo = [0.]* nPixels  #this is the fractional seat number for plotting sorted HDvGOP\n",
    "counter = 0\n",
    "for nG in range(nGrids):\n",
    "    for nD in range(nDistricts):\n",
    "        HDvGOP[counter] = multi25GOP[nG][nD]\n",
    "        seatNo[counter] = float(counter)/float(nGrids) + 0.5\n",
    "        counter +=1\n",
    "HDvGOP.sort()\n",
    "\n",
    "count =  [0.]*nDistricts\n",
    "for i in range(nDistricts) :\n",
    "     count[i]=i+1\n",
    "fig, ax = plt.subplots()\n",
    "ax.plot(count,minGOPplan,linestyle='none',marker='<',markerfacecolor=\"blue\",label='most favorable to Dems')\n",
    "ax.plot(count,maxGOPplan,linestyle='none',marker='>',markerfacecolor=\"red\",label='most favorable to GOP')\n",
    "ax.plot(count,mean25,linestyle='none',marker='*', color=(0.7,0.2,0.7),markersize=10,label='mean of all '+str(int(district25Area))+ ' maps')\n",
    "ax.plot(seatNo, HDvGOP,linestyle='-',color=\"green\",label='Home District Method')\n",
    "\n",
    "RANGE = [0.44, 0.56]\n",
    "fifty50 = [0.5, 0.5]\n",
    "halfD = [13, 13]\n",
    "mostD = [7, 18]\n",
    "ax.plot(mostD,fifty50, linestyle=\"dashed\",color=\"black\",lw=1)\n",
    "ax.plot(halfD,RANGE, linestyle=\"dashed\", color =\"black\",lw=1)\n",
    "ax.set(xlabel=\"district number (least to most %GOP)\", ylabel=\"%GOP for this district\", title=\"toy map seat splits vs. districting scheme\")\n",
    "plt.legend(loc=\"lower right\",fontsize=12)\n",
    "ax.grid()\n",
    "plt.show"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "26507cd2-2231-4ee2-bc50-7af931caa38f",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "d337d272-23c5-4c73-a5a9-4e07a41be7c1",
   "metadata": {},
   "outputs": [],
   "source": [
    "#see original periodic_toy file for a Home-District-style calculation across gridding schemes."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "id": "8d4cd6bc-3022-4793-be34-5dfdf6b0e699",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "here is a heat map of district red-blue\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<function matplotlib.pyplot.show(close=None, block=None)>"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# VISUALIZING LOCAL REDNESS / BLUENESS OF HOME DISTRICTS, variation in h.d. pop's\n",
    "# first, convert precinct-based stats to grid-based to enable heat-map plotting\n",
    "xyHDvGOP = [[0.]*maxY for x in range(maxX)]\n",
    "xyHDvPop = [[0.]*maxY for x in range(maxX)]\n",
    "for x in range (maxX):\n",
    "    for y in range (maxY):\n",
    "        m = x*maxY + y\n",
    "        xyHDvGOP[x][y] = HDvGOP[m]\n",
    "        xyHDvPop[x][y] = HDvPop[m]\n",
    "print(\"here is a heat map of district red-blue\")  \n",
    "c=plt.pcolormesh(xyHDvGOP)\n",
    "plt.colorbar(c)\n",
    "plt.show\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "d5d66fcb-6f61-41f6-b6d5-b4ea3504cfbb",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
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